Qiang Yang

ACM Comput. Surv., December, 2024

A Survey for Federated Learning Evaluations: Goals and Measures.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., October, 2024

Discrete Federated Multi-behavior Recommendation for Privacy-Preserving Heterogeneous One-Class Collaborative Filtering.

[BibT_eX]

[DOI]

ACM Trans. Inf. Syst., September, 2024

FedCut: A Spectral Analysis Framework for Reliable Detection of Byzantine Colluders.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., September, 2024

Decentralized Federated Recommendation with Privacy-aware Structured Client-level Graph.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., August, 2024

Privacy and Robustness in Federated Learning: Attacks and Defenses.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., July, 2024

Vertical Federated Learning: Concepts, Advances, and Challenges.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., July, 2024

A Meta-Learning Framework for Tuning Parameters of Protection Mechanisms in Trustworthy Federated Learning.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., June, 2024

A Game-theoretic Framework for Privacy-preserving Federated Learning.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., June, 2024

A Survey on Evaluation of Large Language Models.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., June, 2024

Selective Random Walk for Transfer Learning in Heterogeneous Label Spaces.

[BibT_eX]

[DOI]

Qiao Xiao

IEEE Trans. Pattern Anal. Mach. Intell., June, 2024

Diversify: A General Framework for Time Series Out-of-Distribution Detection and Generalization.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., June, 2024

A Versatile Framework for Unsupervised Domain Adaptation Based on Instance Weighting.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2024

A mechanism design approach for multi-party machine learning.

[BibT_eX]

[DOI]

Theor. Comput. Sci., 2024

Shopping MMLU: A Massive Multi-Task Online Shopping Benchmark for Large Language Models.

[BibT_eX]

[DOI]

CoRR, 2024

Disentangling data distribution for Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2024

Knowledge-Aware Parsimony Learning: A Perspective from Relational Graphs.

[BibT_eX]

[DOI]

CoRR, 2024

PDSS: A Privacy-Preserving Framework for Step-by-Step Distillation of Large Language Models.

[BibT_eX]

[DOI]

CoRR, 2024

FedMKT: Federated Mutual Knowledge Transfer for Large and Small Language Models.

[BibT_eX]

[DOI]

CoRR, 2024

FedAdOb: Privacy-Preserving Federated Deep Learning with Adaptive Obfuscation.

[BibT_eX]

[DOI]

CoRR, 2024

No Free Lunch Theorem for Privacy-Preserving LLM Inference.

[BibT_eX]

[DOI]

CoRR, 2024

Enhancing Security and Privacy in Federated Learning using Update Digests and Voting-Based Defense.

[BibT_eX]

[DOI]

CoRR, 2024

Federated Domain-Specific Knowledge Transfer on Large Language Models Using Synthetic Data.

[BibT_eX]

[DOI]

CoRR, 2024

A Survey on Contribution Evaluation in Vertical Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2024

PackVFL: Efficient HE Packing for Vertical Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2024

Advances and Open Challenges in Federated Learning with Foundation Models.

[BibT_eX]

[DOI]

CoRR, 2024

FedEval-LLM: Federated Evaluation of Large Language Models on Downstream Tasks with Collective Wisdom.

[BibT_eX]

[DOI]

CoRR, 2024

Hyperparameter Optimization for SecureBoost via Constrained Multi-Objective Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2024

Evaluating Membership Inference Attacks and Defenses in Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2024

Efficient Decentralized Federated Singular Vector Decomposition.

[BibT_eX]

[DOI]

Proceedings of the 2024 USENIX Annual Technical Conference, 2024

Secure Dataset Condensation for Privacy-Preserving and Efficient Vertical Federated Learning.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Research Track, 2024

Label Privacy Source Coding in Vertical Federated Learning.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Research Track, 2024

SecureBoost+: Large Scale and High-Performance Vertical Federated Gradient Boosting Decision Tree.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2024

The 13th International Workshop on Urban Computing.

[BibT_eX]

[DOI]

Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2024

Unlearning during Learning: An Efficient Federated Machine Unlearning Method.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, 2024

A Survey on Cross-Domain Sequential Recommendation.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, 2024

The Good, The Bad, and Why: Unveiling Emotions in Generative AI.

[BibT_eX]

[DOI]

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Model Trip: Enhancing Privacy and Fairness in Model Fusion Across Multi-Federations for Trustworthy Global Healthcare.

[BibT_eX]

[DOI]

Proceedings of the 40th IEEE International Conference on Data Engineering, 2024

Byzantine Robust Aggregation in Federated Distillation with Adversaries.

[BibT_eX]

[DOI]

Proceedings of the 44th IEEE International Conference on Distributed Computing Systems, 2024

Learn to Cluster Faces with Better Subgraphs.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2024

Diffusion-Driven Data Replay: A Novel Approach to Combat Forgetting in Federated Class Continual Learning.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2024, 2024

Complementary Knowledge Distillation for Robust and Privacy-Preserving Model Serving in Vertical Federated Learning.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023

Towards Personalized Federated Learning.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., December, 2023

Trading Off Privacy, Utility, and Efficiency in Federated Learning.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., December, 2023

Global Trends in the Study of Smart Healthcare Systems for the Elderly: Artificial Intelligence Solutions.

[BibT_eX]

[DOI]

Yi Zhu

Xinfa Mao

Int. J. Comput. Intell. Syst., December, 2023

Transfer learning for collaborative recommendation with biased and unbiased data.

[BibT_eX]

[DOI]

Artif. Intell., November, 2023

Privacy-preserving graph convolution network for federated item recommendation.

[BibT_eX]

[DOI]

Artif. Intell., November, 2023

Realizing the Metaverse with Edge Intelligence: A Match Made in Heaven.

[BibT_eX]

[DOI]

IEEE Wirel. Commun., August, 2023

LoSAC: An Efficient Local Stochastic Average Control Method for Federated Optimization.

[BibT_eX]

[DOI]

ACM Trans. Knowl. Discov. Data, May, 2023

A Generic Federated Recommendation Framework via Fake Marks and Secret Sharing.

[BibT_eX]

[DOI]

ACM Trans. Inf. Syst., April, 2023

Towards Efficient Synchronous Federated Training: A Survey on System Optimization Strategies.

[BibT_eX]

[DOI]

IEEE Trans. Big Data, April, 2023

FedIPR: Ownership Verification for Federated Deep Neural Network Models.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., April, 2023

CAreFL: Enhancing smart healthcare with Contribution-Aware Federated Learning.

[BibT_eX]

[DOI]

AI Mag., March, 2023

No Free Lunch Theorem for Security and Utility in Federated Learning.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., February, 2023

Understanding and Simplifying Architecture Search in Spatio-Temporal Graph Neural Networks.

[BibT_eX]

[DOI]

Trans. Mach. Learn. Res., 2023

Federated Learning with Privacy-preserving and Model IP-right-protection.

[BibT_eX]

[DOI]

Int. J. Autom. Comput., 2023

Enhance Mono-modal Sentiment Classification with Federated Cross-modal Transfer.

[BibT_eX]

[DOI]

IEEE Data Eng. Bull., 2023

A Theoretical Analysis of Efficiency Constrained Utility-Privacy Bi-Objective Optimization in Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2023

A Unified Framework for Unsupervised Domain Adaptation based on Instance Weighting.

[BibT_eX]

[DOI]

CoRR, 2023

Grounding Foundation Models through Federated Transfer Learning: A General Framework.

[BibT_eX]

[DOI]

CoRR, 2023

A Communication Theory Perspective on Prompting Engineering Methods for Large Language Models.

[BibT_eX]

[DOI]

CoRR, 2023

FATE-LLM: A Industrial Grade Federated Learning Framework for Large Language Models.

[BibT_eX]

[DOI]

CoRR, 2023

A Survey of Heterogeneous Transfer Learning.

[BibT_eX]

[DOI]

CoRR, 2023

ZooPFL: Exploring Black-box Foundation Models for Personalized Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2023

SecureBoost Hyperparameter Tuning via Multi-Objective Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2023

Theoretically Principled Federated Learning for Balancing Privacy and Utility.

[BibT_eX]

[DOI]

CoRR, 2023

FedSOV: Federated Model Secure Ownership Verification with Unforgeable Signature.

[BibT_eX]

[DOI]

CoRR, 2023

FedZKP: Federated Model Ownership Verification with Zero-knowledge Proof.

[BibT_eX]

[DOI]

CoRR, 2023

Towards Achieving Near-optimal Utility for Privacy-Preserving Federated Learning via Data Generation and Parameter Distortion.

[BibT_eX]

[DOI]

Xiaojin Zhang

Kai Chen

CoRR, 2023

Optimizing Privacy, Utility and Efficiency in Constrained Multi-Objective Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2023

A Game-theoretic Framework for Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2023

Probably Approximately Correct Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2023

Federated Learning without Full Labels: A Survey.

[BibT_eX]

[DOI]

CoRR, 2023

A Full Dive Into Realizing the Edge-Enabled Metaverse: Visions, Enabling Technologies, and Challenges.

[BibT_eX]

[DOI]

IEEE Commun. Surv. Tutorials, 2023

Achieving Provable Byzantine Fault-tolerance in a Semi-honest Federated Learning Setting.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2023

Multi-task Learning Based Keywords Weighted Siamese Model for Semantic Retrieval.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2023

The 12th International Workshop on Urban Computing.

[BibT_eX]

[DOI]

Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2023

Transferable Graph Structure Learning for Graph-based Traffic Forecasting Across Cities.

[BibT_eX]

[DOI]

Yilun Jin

Kai Chen

Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2023

FedPass: Privacy-Preserving Vertical Federated Deep Learning with Adaptive Obfuscation.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023

Distribution-Regularized Federated Learning on Non-IID Data.

[BibT_eX]

[DOI]

Proceedings of the 39th IEEE International Conference on Data Engineering, 2023

2022

FedBCD: A Communication-Efficient Collaborative Learning Framework for Distributed Features.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2022

A Survey on Multi-Task Learning.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2022

Preface to Federated Learning: Algorithms, Systems, and Applications: Part 2.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., 2022

Introduction to the Special Issue on the Federated Learning: Algorithms, Systems, and Applications: Part 1.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., 2022

Efficient Federated Matrix Factorization Against Inference Attacks.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., 2022

Protect, show, attend and tell: Empowering image captioning models with ownership protection.

[BibT_eX]

[DOI]

Pattern Recognit., 2022

DeepIPR: Deep Neural Network Ownership Verification With Passports.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2022

Semi-Supervised Federated Heterogeneous Transfer Learning.

[BibT_eX]

[DOI]

Knowl. Based Syst., 2022

MIDP: An MDP-based intelligent big data processing scheme for vehicular edge computing.

[BibT_eX]

[DOI]

J. Parallel Distributed Comput., 2022

Vertical Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2022

FedTracker: Furnishing Ownership Verification and Traceability for Federated Learning Model.

[BibT_eX]

[DOI]

CoRR, 2022

A Framework for Evaluating Privacy-Utility Trade-off in Vertical Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2022

A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2022

Federated Learning with Quantum Secure Aggregation.

[BibT_eX]

[DOI]

CoRR, 2022

An Efficient Industrial Federated Learning Framework for AIoT: A Face Recognition Application.

[BibT_eX]

[DOI]

CoRR, 2022

WrapperFL: A Model Agnostic Plug-in for Industrial Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2022

FadMan: Federated Anomaly Detection across Multiple Attributed Networks.

[BibT_eX]

[DOI]

CoRR, 2022

The New Faculty Highlights Program at AAAI-21.

[BibT_eX]

[DOI]

Kevin Leyton-Brown

Mausam

AI Mag., 2022

Sphinx: Enabling Privacy-Preserving Online Learning over the Cloud.

[BibT_eX]

[DOI]

Proceedings of the 43rd IEEE Symposium on Security and Privacy, 2022

The 11th International Workshop on Urban Computing.

[BibT_eX]

[DOI]

Proceedings of the KDD '22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 14, 2022

Selective Cross-City Transfer Learning for Traffic Prediction via Source City Region Re-Weighting.

[BibT_eX]

[DOI]

Yilun Jin

Kai Chen

Proceedings of the KDD '22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 14, 2022

Practical Lossless Federated Singular Vector Decomposition over Billion-Scale Data.

[BibT_eX]

[DOI]

Proceedings of the KDD '22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 14, 2022

Practical and Secure Federated Recommendation with Personalized Mask.

[BibT_eX]

[DOI]

Proceedings of the Trustworthy Federated Learning - First International Workshop, 2022

FedCG: Leverage Conditional GAN for Protecting Privacy and Maintaining Competitive Performance in Federated Learning.

[BibT_eX]

[DOI]

Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022

On the Channel Pruning using Graph Convolution Network for Convolutional Neural Network Acceleration.

[BibT_eX]

[DOI]

Di Jiang

Yuan Cao

Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022

Cross-domain Cross-architecture Black-box Attacks on Fine-tuned Models with Transferred Evolutionary Strategies.

[BibT_eX]

[DOI]

Proceedings of the 31st ACM International Conference on Information & Knowledge Management, 2022

Contribution-Aware Federated Learning for Smart Healthcare.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021

Industrial Federated Topic Modeling.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., 2021

A GDPR-compliant Ecosystem for Speech Recognition with Transfer, Federated, and Evolutionary Learning.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., 2021

StarFL: Hybrid Federated Learning Architecture for Smart Urban Computing.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., 2021

Toward Responsible AI: An Overview of Federated Learning for User-centered Privacy-preserving Computing.

[BibT_eX]

[DOI]

ACM Trans. Interact. Intell. Syst., 2021

FATE: An Industrial Grade Platform for Collaborative Learning With Data Protection.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2021

Data science and AI in FinTech: an overview.

[BibT_eX]

[DOI]

Longbing Cao

Philip S. Yu

Int. J. Data Sci. Anal., 2021

Correction to: Transfer Hierarchical Attention Network for Generative Dialog System.

[BibT_eX]

[DOI]

Xiang Zhang

Int. J. Autom. Comput., 2021

Advances and Open Problems in Federated Learning.

[BibT_eX]

[DOI]

Rafael G. L. D'Oliveira

Ananda Theertha Suresh

Found. Trends Mach. Learn., 2021

SecureBoost: A Lossless Federated Learning Framework.

[BibT_eX]

[DOI]

Dimitrios Papadopoulos

IEEE Intell. Syst., 2021

Secure Federated Matrix Factorization.

[BibT_eX]

[DOI]

IEEE Intell. Syst., 2021

Q-learning based flexible task scheduling in a global view for the Internet of Things.

[BibT_eX]

[DOI]

Trans. Emerg. Telecommun. Technol., 2021

Social explorative attention based recommendation for content distribution platforms.

[BibT_eX]

[DOI]

Data Min. Knowl. Discov., 2021

Defending Label Inference and Backdoor Attacks in Vertical Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2021

Privacy-preserving Federated Adversarial Domain Adaption over Feature Groups for Interpretability.

[BibT_eX]

[DOI]

CoRR, 2021

FedCG: Leverage Conditional GAN for Protecting Privacy and Maintaining Competitive Performance in Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2021

SecureBoost+ : A High Performance Gradient Boosting Tree Framework for Large Scale Vertical Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2021

Federated Deep Learning with Bayesian Privacy.

[BibT_eX]

[DOI]

CoRR, 2021

Practical and Secure Federated Recommendation with Personalized Masks.

[BibT_eX]

[DOI]

CoRR, 2021

CityNet: A Multi-city Multi-modal Dataset for Smart City Applications.

[BibT_eX]

[DOI]

CoRR, 2021

Federated Singular Vector Decomposition.

[BibT_eX]

[DOI]

CoRR, 2021

Ternary Hashing.

[BibT_eX]

[DOI]

CoRR, 2021

A Game-theoretic Approach Towards Collaborative Coded Computation Offloading.

[BibT_eX]

[DOI]

CoRR, 2021

Protecting Intellectual Property of Generative Adversarial Networks from Ambiguity Attack.

[BibT_eX]

[DOI]

CoRR, 2021

Self-supervised Cross-silo Federated Neural Architecture Search.

[BibT_eX]

[DOI]

CoRR, 2021

FL-QSAR: a federated learning-based QSAR prototype for collaborative drug discovery.

[BibT_eX]

[DOI]

Bioinform., 2021

Federated Learning-Powered Visual Object Detection for Safety Monitoring.

[BibT_eX]

[DOI]

AI Mag., 2021

SmartSales: An AI-Powered Telemarketing Coaching System in FinTech.

[BibT_eX]

[DOI]

Proceedings of the MM '21: ACM Multimedia Conference, Virtual Event, China, October 20, 2021

SmartMeeting: Automatic Meeting Transcription and Summarization for In-Person Conversations.

[BibT_eX]

[DOI]

Proceedings of the MM '21: ACM Multimedia Conference, Virtual Event, China, October 20, 2021

L2RS: A Learning-to-Rescore Mechanism for Hybrid Speech Recognition.

[BibT_eX]

[DOI]

Lixin Fan

Proceedings of the MM '21: ACM Multimedia Conference, Virtual Event, China, October 20, 2021

Learning to Assign: Towards Fair Task Assignment in Large-Scale Ride Hailing.

[BibT_eX]

[DOI]

Proceedings of the KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2021

TrNews: Heterogeneous User-Interest Transfer Learning for News Recommendation.

[BibT_eX]

[DOI]

Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume, 2021

Protecting Intellectual Property of Generative Adversarial Networks From Ambiguity Attacks.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021

QUEACO: Borrowing Treasures from Weakly-labeled Behavior Data for Query Attribute Value Extraction.

[BibT_eX]

[DOI]

Proceedings of the CIKM '21: The 30th ACM International Conference on Information and Knowledge Management, Virtual Event, Queensland, Australia, November 1, 2021

A Health-friendly Speaker Verification System Supporting Mask Wearing.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020

Federated Recommendation Systems.

[BibT_eX]

[DOI]

Proceedings of the Federated Learning - Privacy and Incentive, 2020

Threats to Federated Learning.

[BibT_eX]

[DOI]

Proceedings of the Federated Learning - Privacy and Incentive, 2020

Privacy-Preserving Stacking with Application to Cross-organizational Diabetes Prediction.

[BibT_eX]

[DOI]

Proceedings of the Federated Learning - Privacy and Incentive, 2020

Rethinking Privacy Preserving Deep Learning: How to Evaluate and Thwart Privacy Attacks.

[BibT_eX]

[DOI]

Proceedings of the Federated Learning - Privacy and Incentive, 2020

A Gamified Research Tool for Incentive Mechanism Design in Federated Learning.

[BibT_eX]

[DOI]

Proceedings of the Federated Learning - Privacy and Incentive, 2020

Transfer Learning with Dynamic Distribution Adaptation.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., 2020

Message From the Outgoing Editor-in-Chief.

[BibT_eX]

[DOI]

IEEE Trans. Big Data, 2020

Hierarchical Incentive Mechanism Design for Federated Machine Learning in Mobile Networks.

[BibT_eX]

[DOI]

IEEE Internet Things J., 2020

A Sustainable Incentive Scheme for Federated Learning.

[BibT_eX]

[DOI]

IEEE Intell. Syst., 2020

Introduction to the Special Issue on Federated Machine Learning.

[BibT_eX]

[DOI]

Yang Liu

Han Yu

IEEE Intell. Syst., 2020

A Secure Federated Transfer Learning Framework.

[BibT_eX]

[DOI]

IEEE Intell. Syst., 2020

Privacy and Robustness in Federated Learning: Attacks and Defenses.

[BibT_eX]

[DOI]

CoRR, 2020

Rethinking Uncertainty in Deep Learning: Whether and How it Improves Robustness.

[BibT_eX]

[DOI]

CoRR, 2020

FedEval: A Benchmark System with a Comprehensive Evaluation Model for Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2020

Protect, Show, Attend and Tell: Image Captioning Model with Ownership Protection.

[BibT_eX]

[DOI]

CoRR, 2020

FedML: A Research Library and Benchmark for Federated Machine Learning.

[BibT_eX]

[DOI]

CoRR, 2020

Privacy Threats Against Federated Matrix Factorization.

[BibT_eX]

[DOI]

CoRR, 2020

Rethinking Privacy Preserving Deep Learning: How to Evaluate and Thwart Privacy Attacks.

[BibT_eX]

[DOI]

CoRR, 2020

Incentive Mechanism Design for Resource Sharing in Collaborative Edge Learning.

[BibT_eX]

[DOI]

CoRR, 2020

Graph Random Neural Network.

[BibT_eX]

[DOI]

CoRR, 2020

Threats to Federated Learning: A Survey.

[BibT_eX]

[DOI]

Lingjuan Lyu

Han Yu

CoRR, 2020

A Survey towards Federated Semi-supervised Learning.

[BibT_eX]

[DOI]

CoRR, 2020

Mechanism Design for Multi-Party Machine Learning.

[BibT_eX]

[DOI]

CoRR, 2020

Federated Learning in Mobile Edge Networks: A Comprehensive Survey.

[BibT_eX]

[DOI]

IEEE Commun. Surv. Tutorials, 2020

Federated learning for privacy-preserving AI.

[BibT_eX]

[DOI]

Commun. ACM, 2020

Addressing the Challenges of Government Service Provision with AI.

[BibT_eX]

[DOI]

AI Mag., 2020

Network On Network for Tabular Data Classification in Real-world Applications.

[BibT_eX]

[DOI]

Proceedings of the 43rd International ACM SIGIR conference on research and development in Information Retrieval, 2020

Fisher Deep Domain Adaptation.

[BibT_eX]

[DOI]

Proceedings of the 2020 SIAM International Conference on Data Mining, 2020

Exploring Clustering of Bandits for Online Recommendation System.

[BibT_eX]

[DOI]

Proceedings of the RecSys 2020: Fourteenth ACM Conference on Recommender Systems, 2020

A Federated Recommender System for Online Services.

[BibT_eX]

[DOI]

Proceedings of the RecSys 2020: Fourteenth ACM Conference on Recommender Systems, 2020

Graph Random Neural Networks for Semi-Supervised Learning on Graphs.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

GoldenRetriever: A Speech Recognition System Powered by Modern Information Retrieval.

[BibT_eX]

[DOI]

Proceedings of the MM '20: The 28th ACM International Conference on Multimedia, 2020

Two Sides of the Same Coin: White-box and Black-box Attacks for Transfer Learning.

[BibT_eX]

[DOI]

Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020

Advances in Recommender Systems: From Multi-stakeholder Marketplaces to Automated RecSys.

[BibT_eX]

[DOI]

Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020

A De Novo Divide-and-Merge Paradigm for Acoustic Model Optimization in Automatic Speech Recognition.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020

A Multi-player Game for Studying Federated Learning Incentive Schemes.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020

Learn to Cross-lingual Transfer with Meta Graph Learning Across Heterogeneous Languages.

[BibT_eX]

[DOI]

Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing, 2020

PrivNet: Safeguarding Private Attributes in Transfer Learning for Recommendation.

[BibT_eX]

[DOI]

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2020, 2020

RPN: A Residual Pooling Network for Efficient Federated Learning.

[BibT_eX]

[DOI]

Proceedings of the ECAI 2020 - 24th European Conference on Artificial Intelligence, 29 August-8 September 2020, Santiago de Compostela, Spain, August 29 - September 8, 2020, 2020

Cooperative Multi-Agent Reinforcement Learning in Express System.

[BibT_eX]

[DOI]

Yexin Li

Proceedings of the CIKM '20: The 29th ACM International Conference on Information and Knowledge Management, 2020

Interpreting and Evaluating Black Box Models in a Customizable Way.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE International Conference on Big Data (IEEE BigData 2020), 2020

A Fairness-aware Incentive Scheme for Federated Learning.

[BibT_eX]

[DOI]

Proceedings of the AIES '20: AAAI/ACM Conference on AI, 2020

FedVision: An Online Visual Object Detection Platform Powered by Federated Learning.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019

Federated Learning

[BibT_eX]

[DOI]

Synthesis Lectures on Artificial Intelligence and Machine Learning, Morgan & Claypool Publishers, ISBN: 978-3-031-01585-4, 2019

Transfer to Rank for Heterogeneous One-Class Collaborative Filtering.

[BibT_eX]

[DOI]

ACM Trans. Inf. Syst., 2019

Federated Machine Learning: Concept and Applications.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., 2019

State of the Journal.

[BibT_eX]

[DOI]

IEEE Trans. Big Data, 2019

Millionaire: a hint-guided approach for crowdsourcing.

[BibT_eX]

[DOI]

Mach. Learn., 2019

Introduction to the special issue on Big Data, IoT Streams and Heterogeneous Source Mining.

[BibT_eX]

[DOI]

Int. J. Data Sci. Anal., 2019

Transfer Hierarchical Attention Network for Generative Dialog System.

[BibT_eX]

[DOI]

Xiang Zhang

Int. J. Autom. Comput., 2019

A Communication Efficient Vertical Federated Learning Framework.

[BibT_eX]

[DOI]

CoRR, 2019

Advances and Open Problems in Federated Learning.

[BibT_eX]

[DOI]

Rafael G. L. D'Oliveira

Ananda Theertha Suresh

CoRR, 2019

A Quasi-Newton Method Based Vertical Federated Learning Framework for Logistic Regression.

[BibT_eX]

[DOI]

CoRR, 2019

L2RS: A Learning-to-Rescore Mechanism for Automatic Speech Recognition.

[BibT_eX]

[DOI]

Lixin Fan

CoRR, 2019

Real-World Image Datasets for Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2019

Federated Transfer Reinforcement Learning for Autonomous Driving.

[BibT_eX]

[DOI]

CoRR, 2019

HHHFL: Hierarchical Heterogeneous Horizontal Federated Learning for Electroencephalography.

[BibT_eX]

[DOI]

CoRR, 2019

Multi-Modal Graph Interaction for Multi-Graph Convolution Network in Urban Spatiotemporal Forecasting.

[BibT_eX]

[DOI]

CoRR, 2019

AutoML @ NeurIPS 2018 challenge: Design and Results.

[BibT_eX]

[DOI]

CoRR, 2019

SecureBoost: A Lossless Federated Learning Framework.

[BibT_eX]

[DOI]

CoRR, 2019

Federated Reinforcement Learning.

[BibT_eX]

[DOI]

CoRR, 2019

Ridesharing car detection by transfer learning.

[BibT_eX]

[DOI]

Artif. Intell., 2019

Rating Worker Skills and Task Strains in Collaborative Crowd Computing: A Competitive Perspective.

[BibT_eX]

[DOI]

George Trimponias

Xiaojuan Ma

Proceedings of the World Wide Web Conference, 2019

Transfer Meets Hybrid: A Synthetic Approach for Cross-Domain Collaborative Filtering with Text.

[BibT_eX]

[DOI]

Proceedings of the World Wide Web Conference, 2019

Parameter Transfer Unit for Deep Neural Networks.

[BibT_eX]

[DOI]

Yinghua Zhang

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2019

Beyond Personalization: Social Content Recommendation for Creator Equality and Consumer Satisfaction.

[BibT_eX]

[DOI]

Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2019

AutoCross: Automatic Feature Crossing for Tabular Data in Real-World Applications.

[BibT_eX]

[DOI]

Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2019

Efficient and Effective Express via Contextual Cooperative Reinforcement Learning.

[BibT_eX]

[DOI]

Yexin Li

Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2019

Topic-Aware Dialogue Speech Recognition with Transfer Learning.

[BibT_eX]

[DOI]

Proceedings of the 20th Annual Conference of the International Speech Communication Association, 2019

Privacy-Preserving Stacking with Application to Cross-organizational Diabetes Prediction.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019

Multi-Agent Visualization for Explaining Federated Learning.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019

Cross-City Transfer Learning for Deep Spatio-Temporal Prediction.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019

Fair and Explainable Dynamic Engagement of Crowd Workers.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019

Easy Transfer Learning By Exploiting Intra-Domain Structures.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Multimedia and Expo, 2019

Chameleon: A Language Model Adaptation Toolkit for Automatic Speech Recognition of Conversational Speech.

[BibT_eX]

[DOI]

Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing, 2019

Transferable End-to-End Aspect-based Sentiment Analysis with Selective Adversarial Learning.

[BibT_eX]

[DOI]

Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing, 2019

Separate to Adapt: Open Set Domain Adaptation via Progressive Separation.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019

Learning to Transfer Examples for Partial Domain Adaptation.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019

Federated Topic Modeling.

[BibT_eX]

[DOI]

Proceedings of the 28th ACM International Conference on Information and Knowledge Management, 2019

Federated Recommendation Systems.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE International Conference on Big Data (IEEE BigData), 2019

Privacy-preserving Heterogeneous Federated Transfer Learning.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE International Conference on Big Data (IEEE BigData), 2019

Social Mobilization to Reposition Indiscriminately Parked Shareable Bikes.

[BibT_eX]

[DOI]

Proceedings of the 18th International Conference on Autonomous Agents and MultiAgent Systems, 2019

Ethically Aligned Mobilization of Community Effort to Reposition Shared Bikes.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

Multi-Fidelity Automatic Hyper-Parameter Tuning via Transfer Series Expansion.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

Spatiotemporal Multi-Graph Convolution Network for Ride-Hailing Demand Forecasting.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

2018

Secure Federated Transfer Learning.

[BibT_eX]

[DOI]

Yang Liu

Tianjian Chen

CoRR, 2018

Exploiting Coarse-to-Fine Task Transfer for Aspect-level Sentiment Classification.

[BibT_eX]

[DOI]

CoRR, 2018

Privacy-preserving Transfer Learning for Knowledge Sharing.

[BibT_eX]

[DOI]

CoRR, 2018

Taking Human out of Learning Applications: A Survey on Automated Machine Learning.

[BibT_eX]

[DOI]

CoRR, 2018

Cross-domain Dialogue Policy Transfer via Simultaneous Speech-act and Slot Alignment.

[BibT_eX]

[DOI]

CoRR, 2018

LCMR: Local and Centralized Memories for Collaborative Filtering with Unstructured Text.

[BibT_eX]

[DOI]

CoRR, 2018

Crowd Flow Prediction by Deep Spatio-Temporal Transfer Learning.

[BibT_eX]

[DOI]

CoRR, 2018

Smart City Development With Urban Transfer Learning.

[BibT_eX]

[DOI]

Leye Wang

Bin Guo

Computer, 2018

Large-Scale Hierarchical Text Classification with Recursively Regularized Deep Graph-CNN.

[BibT_eX]

[DOI]

Proceedings of the 2018 World Wide Web Conference on World Wide Web, 2018

Learning to Multitask.

[BibT_eX]

[DOI]

Ying Wei

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Societal Impact of Data Science and Artificial Intelligence.

[BibT_eX]

[DOI]

Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2018

Dynamic Bike Reposition: A Spatio-Temporal Reinforcement Learning Approach.

[BibT_eX]

[DOI]

Yexin Li

Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2018

Building Ethics into Artificial Intelligence.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, 2018

Transfer Learning via Learning to Transfer.

[BibT_eX]

[DOI]

Proceedings of the 35th International Conference on Machine Learning, 2018

Opportunistic Work-Rest Scheduling for Productive Aging.

[BibT_eX]

[DOI]

Proceedings of the Social Computing and Social Media. Technologies and Analytics, 2018

Bike flow prediction with multi-graph convolutional networks.

[BibT_eX]

[DOI]

Di Chai

Leye Wang

Proceedings of the 26th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2018

CoNet: Collaborative Cross Networks for Cross-Domain Recommendation.

[BibT_eX]

[DOI]

Proceedings of the 27th ACM International Conference on Information and Knowledge Management, 2018

SmartHS: An AI Platform for Improving Government Service Provision.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

Personalizing a Dialogue System With Transfer Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

Transferable Contextual Bandit for Cross-Domain Recommendation.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

Hierarchical Attention Transfer Network for Cross-Domain Sentiment Classification.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

2017

Transfer Learning for Behavior Ranking.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., 2017

State of the Journal Editorial.

[BibT_eX]

[DOI]

IEEE Trans. Big Data, 2017

Big Data.

[BibT_eX]

[DOI]

IEEE Intell. Syst., 2017

Fine Grained Knowledge Transfer for Personalized Task-oriented Dialogue Systems.

[BibT_eX]

[DOI]

CoRR, 2017

Integrating User and Agent Models: A Deep Task-Oriented Dialogue System.

[BibT_eX]

[DOI]

CoRR, 2017

Flexible End-to-End Dialogue System for Knowledge Grounded Conversation.

[BibT_eX]

[DOI]

CoRR, 2017

Learning to Transfer.

[BibT_eX]

[DOI]

Ying Wei

CoRR, 2017

Ridesourcing Car Detection by Transfer Learning.

[BibT_eX]

[DOI]

CoRR, 2017

A unified framework of active transfer learning for cross-system recommendation.

[BibT_eX]

[DOI]

Lili Zhao

Artif. Intell., 2017

Transfer Learning from APP Domain to News Domain for Dual Cold-Start Recommendation.

[BibT_eX]

[DOI]

Proceedings of the 1st Workshop on Intelligent Recommender Systems by Knowledge Transfer & Learning co-located with ACM Conference on Recommender Systems (RecSys 2017), 2017

The Simpler The Better: A Unified Approach to Predicting Original Taxi Demands based on Large-Scale Online Platforms.

[BibT_eX]

[DOI]

Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Halifax, NS, Canada, August 13, 2017

Understanding How Feature Structure Transfers in Transfer Learning.

[BibT_eX]

[DOI]

Tongliang Liu

Dacheng Tao

Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017

Deep Neural Networks for High Dimension, Low Sample Size Data.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017

End-to-End Adversarial Memory Network for Cross-domain Sentiment Classification.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017

When Deep Learning Meets Transfer Learning.

[BibT_eX]

[DOI]

Proceedings of the 2017 ACM on Conference on Information and Knowledge Management, 2017

Learning Sparse Task Relations in Multi-Task Learning.

[BibT_eX]

[DOI]

Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017

Distant Domain Transfer Learning.

[BibT_eX]

[DOI]

Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017

Transitive Hashing Network for Heterogeneous Multimedia Retrieval.

[BibT_eX]

[DOI]

Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017

2016

Individual Judgments Versus Consensus: Estimating Query-URL Relevance.

[BibT_eX]

[DOI]

ACM Trans. Web, 2016

Temporal Skeletonization on Sequential Data: Patterns, Categorization, and Visualization.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2016

Heterogeneous Translated Hashing: A Scalable Solution Towards Multi-Modal Similarity Search.

[BibT_eX]

[DOI]

ACM Trans. Knowl. Discov. Data, 2016

Telco User Activity Level Prediction with Massive Mobile Broadband Data.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., 2016

Transfer Learning for Semisupervised Collaborative Recommendation.

[BibT_eX]

[DOI]

ACM Trans. Interact. Intell. Syst., 2016

Personalizing a Dialogue System with Transfer Learning.

[BibT_eX]

[DOI]

CoRR, 2016

Partially Observable Markov Decision Process for Recommender Systems.

[BibT_eX]

[DOI]

Zhongqi Lu

CoRR, 2016

Transitive Hashing Network for Heterogeneous Multimedia Retrieval.

[BibT_eX]

[DOI]

Zhangjie Cao

Mingsheng Long

CoRR, 2016

Cross-Domain Data Fusion.

[BibT_eX]

[DOI]

Computer, 2016

The Lifecycle and Cascade of WeChat Social Messaging Groups.

[BibT_eX]

[DOI]

Proceedings of the 25th International Conference on World Wide Web, 2016

Correlated Tag Learning in Topic Model.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Second Conference on Uncertainty in Artificial Intelligence, 2016

Transfer Knowledge between Cities.

[BibT_eX]

[DOI]

Ying Wei

Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2016

City-Scale Map Creation and Updating using GPS Collections.

[BibT_eX]

[DOI]

Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2016

Deep Visual-Semantic Hashing for Cross-Modal Retrieval.

[BibT_eX]

[DOI]

Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2016

Matrix Factorization+ for Movie Recommendation.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, 2016

Collaborative Evolution for User Profiling in Recommender Systems.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, 2016

Multi-Domain Active Learning for Recommendation.

[BibT_eX]

[DOI]

Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 2016

Infusing Human Factors into Algorithmic Crowdsourcing.

[BibT_eX]

[DOI]

Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 2016

Instilling Social to Physical: Co-Regularized Heterogeneous Transfer Learning.

[BibT_eX]

[DOI]

Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 2016

2015

Modeling Neuron Selectivity Over Simple Midlevel Features for Image Classification.

[BibT_eX]

[DOI]

Shu Kong

Zhuolin Jiang

IEEE Trans. Image Process., 2015

Introduction to the IEEE Transactions on Big Data.

[BibT_eX]

[DOI]

IEEE Trans. Big Data, 2015

Differential Privacy in Telco Big Data Platform.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2015

The Lifecycle and Cascade of Social Messaging Groups.

[BibT_eX]

[DOI]

CoRR, 2015

PBOOST: a GPU-based tool for parallel permutation tests in genome-wide association studies.

[BibT_eX]

[DOI]

Bioinform., 2015

Scalable Parallel EM Algorithms for Latent Dirichlet Allocation in Multi-Core Systems.

[BibT_eX]

[DOI]

Proceedings of the 24th International Conference on World Wide Web, 2015

Question Classification by Approximating Semantics.

[BibT_eX]

[DOI]

Proceedings of the 24th International Conference on World Wide Web Companion, 2015

Telco Churn Prediction with Big Data.

[BibT_eX]

[DOI]

Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data, Melbourne, Victoria, Australia, May 31, 2015

User Modeling in Telecommunications and Internet Industry.

[BibT_eX]

[DOI]

Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2015

Transitive Transfer Learning.

[BibT_eX]

[DOI]

Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2015

Sampling Big Trajectory Data.

[BibT_eX]

[DOI]

Proceedings of the 24th ACM International Conference on Information and Knowledge Management, 2015

Mining target users for online marketing based on App Store data.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Big Data (IEEE BigData 2015), Santa Clara, CA, USA, October 29, 2015

Efficient Task Sub-Delegation for Crowdsourcing.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015

RAIN: Social Role-Aware Information Diffusion.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015

Spectral Label Refinement for Noisy and Missing Text Labels.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015

Content-Based Collaborative Filtering for News Topic Recommendation.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015

2014

Transfer Learning with Graph Co-Regularization.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2014

User behavior learning and transfer in composite social networks.

[BibT_eX]

[DOI]

Wei Fan

ACM Trans. Knowl. Discov. Data, 2014

Multi-transfer: Transfer learning with multiple views and multiple sources.

[BibT_eX]

[DOI]

Stat. Anal. Data Min., 2014

OceanST: A Distributed Analytic System for Large-Scale Spatiotemporal Mobile Broadband Data.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2014

Bird Flu Outbreak Prediction via Satellite Tracking.

[BibT_eX]

[DOI]

IEEE Intell. Syst., 2014

Friendship Prediction in Composite Social Networks.

[BibT_eX]

[DOI]

CoRR, 2014

Towards Topic Modeling for Big Data.

[BibT_eX]

[DOI]

CoRR, 2014

Collaborative Receptive Field Learning.

[BibT_eX]

[DOI]

Shu Kong

Zhuolin Jiang

CoRR, 2014

Learning Mid-Level Features and Modeling Neuron Selectivity for Image Classification.

[BibT_eX]

[DOI]

Shu Kong

Zhuolin Jiang

CoRR, 2014

Learning hierarchical task network domains from partially observed plan traces.

[BibT_eX]

[DOI]

Héctor Muñoz-Avila

Artif. Intell., 2014

Action-model acquisition for planning via transfer learning.

[BibT_eX]

[DOI]

Artif. Intell., 2014

Adaptive User Distance Modeling in Social Media.

[BibT_eX]

[DOI]

Wei Fan

Proceedings of the 2014 SIAM International Conference on Data Mining, 2014

Mixed-Transfer: Transfer Learning over Mixed Graphs.

[BibT_eX]

[DOI]

Proceedings of the 2014 SIAM International Conference on Data Mining, 2014

Linking Heterogeneous Input Spaces with Pivots for Multi-Task Learning.

[BibT_eX]

[DOI]

Jingrui He

Yan Liu

Proceedings of the 2014 SIAM International Conference on Data Mining, 2014

Music Emotion Recognition by Multi-label Multi-layer Multi-instance Multi-view Learning.

[BibT_eX]

[DOI]

Proceedings of the ACM International Conference on Multimedia, MM '14, Orlando, FL, USA, November 03, 2014

Crowdsourced time-sync video tagging using temporal and personalized topic modeling.

[BibT_eX]

[DOI]

Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2014

Scalable heterogeneous translated hashing.

[BibT_eX]

[DOI]

Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2014

Temporal skeletonization on sequential data: patterns, categorization, and visualization.

[BibT_eX]

[DOI]

Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2014

Preface.

[BibT_eX]

[DOI]

Proceedings of the 3rd International Workshop on Big Data, 2014

Source Free Transfer Learning for Text Classification.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence, 2014

2013

HapBoost: A Fast Approach to Boosting Haplotype Association Analyses in Genome-Wide Association Studies.

[BibT_eX]

[DOI]

IEEE ACM Trans. Comput. Biol. Bioinform., 2013

Feature engineering for semantic place prediction.

[BibT_eX]

[DOI]

Pervasive Mob. Comput., 2013

User demographics prediction based on mobile data.

[BibT_eX]

[DOI]

Pervasive Mob. Comput., 2013

Artificial Intelligence on Mobile Devices: An Introduction to the Special Issue.

[BibT_eX]

[DOI]

Feng Zhao

AI Mag., 2013

Transfer learning in heterogeneous collaborative filtering domains.

[BibT_eX]

[DOI]

Weike Pan

Artif. Intell., 2013

Big data, lifelong machine learning and transfer learning.

[BibT_eX]

[DOI]

Proceedings of the Sixth ACM International Conference on Web Search and Data Mining, 2013

Selective Transfer Learning for Cross Domain Recommendation.

[BibT_eX]

[DOI]

Proceedings of the 13th SIAM International Conference on Data Mining, 2013

SMART: Semi-Supervised Music Emotion Recognition with Social Tagging.

[BibT_eX]

[DOI]

Proceedings of the 13th SIAM International Conference on Data Mining, 2013

Contextual rule-based feature engineering for author-paper identification.

[BibT_eX]

[DOI]

Proceedings of the 2013 KDD Cup 2013 Workshop, 2013

Modeling the dynamics of composite social networks.

[BibT_eX]

[DOI]

Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2013

Collaborative boosting for activity classification in microblogs.

[BibT_eX]

[DOI]

Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2013

Cross-task crowdsourcing.

[BibT_eX]

[DOI]

Kaixiang Mo

Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2013

Covariate Shift in Hilbert Space: A Solution via Sorrogate Kernels.

[BibT_eX]

[DOI]

Kai Zhang

Proceedings of the 30th International Conference on Machine Learning, 2013

General Functional Matrix Factorization Using Gradient Boosting.

[BibT_eX]

[DOI]

Proceedings of the 30th International Conference on Machine Learning, 2013

Predicting user activity level in social networks.

[BibT_eX]

[DOI]

Proceedings of the 22nd ACM International Conference on Information and Knowledge Management, 2013

Lifelong Machine Learning Systems: Beyond Learning Algorithms.

[BibT_eX]

[DOI]

Daniel L. Silver

Lianghao Li

Proceedings of the Lifelong Machine Learning, 2013

Active Transfer Learning for Cross-System Recommendation.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Seventh AAAI Conference on Artificial Intelligence, 2013

2012

Crafting Your Research Future: A Guide to Successful Master's and Ph.D. Degrees in Science & Engineering

[BibT_eX]

[DOI]

Synthesis Lectures on Engineering, Morgan & Claypool Publishers, ISBN: 978-3-031-79351-6, 2012

Introduction to the Special Section on the 2nd Asia Conference on Machine Learning (ACML 2010).

[BibT_eX]

[DOI]

Masashi Sugiyama

ACM Trans. Intell. Syst. Technol., 2012

Tracking Mobile Users in Wireless Networks via Semi-Supervised Colocalization.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2012

Rating Prediction with Informative Ensemble of Multi-Resolution Dynamic Models.

[BibT_eX]

[DOI]

Proceedings of KDD Cup 2011 competition, San Diego, CA, USA, 2011, 2012

Preface.

[BibT_eX]

[DOI]

J. Comput. Sci. Technol., 2012

Where Is the User in Multimedia Retrieval?

[BibT_eX]

[DOI]

IEEE Multim., 2012

SMS Spam Detection Using Noncontent Features.

[BibT_eX]

[DOI]

IEEE Intell. Syst., 2012

Inferring Taxi Status Using GPS Trajectories

[BibT_eX]

[DOI]

CoRR, 2012

Towards mobile intelligence: Learning from GPS history data for collaborative recommendation.

[BibT_eX]

[DOI]

Xing Xie

Artif. Intell., 2012

A habit mining approach for discovering similar mobile users.

[BibT_eX]

[DOI]

Proceedings of the 21st World Wide Web Conference 2012, 2012

Personalized click model through collaborative filtering.

[BibT_eX]

[DOI]

Proceedings of the Fifth International Conference on Web Search and Web Data Mining, 2012

A noise-aware click model for web search.

[BibT_eX]

[DOI]

Proceedings of the Fifth International Conference on Web Search and Web Data Mining, 2012

Beyond ten blue links: enabling user click modeling in federated web search.

[BibT_eX]

[DOI]

Proceedings of the Fifth International Conference on Web Search and Web Data Mining, 2012

A Machine Learning Approach for Instance Matching Based on Similarity Metrics.

[BibT_eX]

[DOI]

Proceedings of the Semantic Web - ISWC 2012, 2012

Contextual Collaborative Filtering via Hierarchical Matrix Factorization.

[BibT_eX]

[DOI]

Wei Fan

Proceedings of the Twelfth SIAM International Conference on Data Mining, 2012

Discriminative Factor Alignment across Heterogeneous Feature Space.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2012

Action-Model Based Multi-agent Plan Recognition.

[BibT_eX]

[DOI]

Subbarao Kambhampati

Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012

A Demonstration of Mining Significant Places from Cell ID Trajectories through a Geo-grid Based Approach.

[BibT_eX]

[DOI]

Proceedings of the 13th IEEE International Conference on Mobile Data Management, 2012

Mining Significant Places from Cell ID Trajectories: A Geo-grid Based Approach.

[BibT_eX]

[DOI]

Proceedings of the 13th IEEE International Conference on Mobile Data Management, 2012

Transfer Learning and Applications.

[BibT_eX]

[DOI]

Proceedings of the Intelligent Information Processing VI, 2012

Surrounding context and episode awareness using dynamic Bluetooth data.

[BibT_eX]

[DOI]

Proceedings of the 2012 ACM Conference on Ubiquitous Computing, 2012

Social recommendation across multiple relational domains.

[BibT_eX]

[DOI]

Proceedings of the 21st ACM International Conference on Information and Knowledge Management, 2012

Social contextual recommendation.

[BibT_eX]

[DOI]

Proceedings of the 21st ACM International Conference on Information and Knowledge Management, 2012

Cross-Domain Co-Extraction of Sentiment and Topic Lexicons.

[BibT_eX]

[DOI]

Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference, July 8-14, 2012, Jeju Island, Korea, 2012

Discovering Spammers in Social Networks.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Sixth AAAI Conference on Artificial Intelligence, 2012

A Mouse-Trajectory Based Model for Predicting Query-URL Relevance.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Sixth AAAI Conference on Artificial Intelligence, 2012

Transfer Learning in Collaborative Filtering with Uncertain Ratings.

[BibT_eX]

[DOI]

Weike Pan

Evan Wei Xiang

Proceedings of the Twenty-Sixth AAAI Conference on Artificial Intelligence, 2012

Transfer Learning for Text Mining.

[BibT_eX]

[DOI]

Weike Pan

Proceedings of the Mining Text Data, 2012

2011

Structural Regularized Support Vector Machine: A Framework for Structural Large Margin Classifier.

[BibT_eX]

[DOI]

Hui Xue

Songcan Chen

IEEE Trans. Neural Networks, 2011

Domain Adaptation via Transfer Component Analysis.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks, 2011

Trace-Oriented Feature Analysis for Large-Scale Text Data Dimension Reduction.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2011

Introduction to the special issue on intelligent systems for activity recognition.

[BibT_eX]

[DOI]

Daqing Zhang

Matthai Philipose

ACM Trans. Intell. Syst. Technol., 2011

Introduction to special issue on computational sustainability.

[BibT_eX]

[DOI]

Carla P. Gomes

ACM Trans. Intell. Syst. Technol., 2011

Multitask Learning for Protein Subcellular Location Prediction.

[BibT_eX]

[DOI]

IEEE ACM Trans. Comput. Biol. Bioinform., 2011

A conversation with the Chinese KDD leaders.

[BibT_eX]

[DOI]

SIGKDD Explor., 2011

Cross-domain activity recognition via transfer learning.

[BibT_eX]

[DOI]

Pervasive Mob. Comput., 2011

Best papers from the Fifth International Conference on Advanced Data Mining and Applications (ADMA 2009).

[BibT_eX]

[DOI]

Knowl. Inf. Syst., 2011

A Survey of Transfer and Multitask Learning in Bioinformatics.

[BibT_eX]

[DOI]

J. Comput. Sci. Eng., 2011

Multi-platform gene-expression mining and marker gene analysis.

[BibT_eX]

[DOI]

Hong Xue

Int. J. Data Min. Bioinform., 2011

Learning bidirectional asymmetric similarity for collaborative filtering via matrix factorization.

[BibT_eX]

[DOI]

Data Min. Knowl. Discov., 2011

A hidden two-locus disease association pattern in genome-wide association studies.

[BibT_eX]

[DOI]

BMC Bioinform., 2011

The choice of null distributions for detecting gene-gene interactions in genome-wide association studies.

[BibT_eX]

[DOI]

BMC Bioinform., 2011

Identifying disease-associated SNP clusters via contiguous outlier detection.

[BibT_eX]

[DOI]

Bioinform., 2011

Transfer Learning by Reusing Structured Knowledge.

[BibT_eX]

[DOI]

Bin Li

AI Mag., 2011

Characterizing search intent diversity into click models.

[BibT_eX]

[DOI]

Proceedings of the 20th International Conference on World Wide Web, 2011

Wisdom of the better few: cold start recommendation via representative based rating elicitation.

[BibT_eX]

[DOI]

Proceedings of the 2011 ACM Conference on Recommender Systems, 2011

Hunting or waiting? Discovering passenger-finding strategies from a large-scale real-world taxi dataset.

[BibT_eX]

[DOI]

Proceedings of the Ninth Annual IEEE International Conference on Pervasive Computing and Communications, 2011

User-click modeling for understanding and predicting search-behavior.

[BibT_eX]

[DOI]

Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2011

Query-Adaptive Ranking with Support Vector Machines for Protein Homology Prediction.

[BibT_eX]

[DOI]

Proceedings of the Bioinformatics Research and Applications - 7th International Symposium, 2011

User-Dependent Aspect Model for Collaborative Activity Recognition.

[BibT_eX]

[DOI]

Proceedings of the IJCAI 2011, 2011

Source-Selection-Free Transfer Learning.

[BibT_eX]

[DOI]

Proceedings of the IJCAI 2011, 2011

Transfer Learning to Predict Missing Ratings via Heterogeneous User Feedbacks.

[BibT_eX]

[DOI]

Proceedings of the IJCAI 2011, 2011

Incorporating Reviewer and Product Information for Review Rating Prediction.

[BibT_eX]

[DOI]

Proceedings of the IJCAI 2011, 2011

Transfer Learning for Activity Recognition via Sensor Mapping.

[BibT_eX]

[DOI]

Proceedings of the IJCAI 2011, 2011

Distance Metric Learning under Covariate Shift.

[BibT_eX]

[DOI]

Proceedings of the IJCAI 2011, 2011

Characterizing Inverse Time Dependency in Multi-class Learning.

[BibT_eX]

[DOI]

Danqi Chen

Weizhu Chen

Proceedings of the 11th IEEE International Conference on Data Mining, 2011

Transferring topical knowledge from auxiliary long texts for short text clustering.

[BibT_eX]

[DOI]

Proceedings of the 20th ACM Conference on Information and Knowledge Management, 2011

Learning action models for multi-agent planning.

[BibT_eX]

[DOI]

Hector Muñoz-Avila

Proceedings of the 10th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2011), 2011

Cross-Domain Action-Model Acquisition for Planning via Web Search.

[BibT_eX]

[DOI]

Proceedings of the 21st International Conference on Automated Planning and Scheduling, 2011

Heterogeneous Transfer Learning for Image Classification.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fifth AAAI Conference on Artificial Intelligence, 2011

Transfer Learning by Structural Analogy.

[BibT_eX]

[DOI]

Hua-Yan Wang

Proceedings of the Twenty-Fifth AAAI Conference on Artificial Intelligence, 2011

Active Dual Collaborative Filtering with Both Item and Attribute Feedback.

[BibT_eX]

[DOI]

Luheng He

Proceedings of the Twenty-Fifth AAAI Conference on Artificial Intelligence, 2011

A Whole Page Click Model to Better Interpret Search Engine Click Data.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fifth AAAI Conference on Artificial Intelligence, 2011

Activity Recognition from Trajectory Data.

[BibT_eX]

[DOI]

Yin Zhu

Proceedings of the Computing with Spatial Trajectories, 2011

2010

Learning with Positive and Unlabeled Examples Using Topic-Sensitive PLSA.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2010

Bridging Domains Using World Wide Knowledge for Transfer Learning.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2010

A Survey on Transfer Learning.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2010

Introduction to ACM TIST.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., 2010

Preface.

[BibT_eX]

[DOI]

Masashi Sugiyama

Proceedings of the 2nd Asian Conference on Machine Learning, 2010

Three challenges in data mining.

[BibT_eX]

[DOI]

Frontiers Comput. Sci. China, 2010

Social Learning.

[BibT_eX]

[DOI]

IEEE Intell. Syst., 2010

Introduction to Mobile Information Retrieval.

[BibT_eX]

[DOI]

IEEE Intell. Syst., 2010

Acquiring knowledge from inconsistent data sources through weighting.

[BibT_eX]

[DOI]

Shichao Zhang

Qingfeng Chen

Data Knowl. Eng., 2010

Vlogging: A survey of videoblogging technology on the web.

[BibT_eX]

[DOI]

ACM Comput. Surv., 2010

BOOST: A fast approach to detecting gene-gene interactions in genome-wide case-control studies

[BibT_eX]

[DOI]

CoRR, 2010

Identifying main effects and epistatic interactions from large-scale SNP data via adaptive group Lasso.

[BibT_eX]

[DOI]

BMC Bioinform., 2010

Multi-task learning for cross-platform siRNA efficacy prediction: an in-silico study.

[BibT_eX]

[DOI]

Qi Liu

Hong Xue

Zhi-Wei Cao

BMC Bioinform., 2010

<i>In-silico </i>prediction of blood-secretory human proteins using a ranking algorithm.

[BibT_eX]

[DOI]

BMC Bioinform., 2010

Detecting two-locus associations allowing for interactions in genome-wide association studies.

[BibT_eX]

[DOI]

Bioinform., 2010

Predictive rule inference for epistatic interaction detection in genome-wide association studies.

[BibT_eX]

[DOI]

Bioinform., 2010

Learning complex action models with quantifiers and logical implications.

[BibT_eX]

[DOI]

Artif. Intell., 2010

Collaborative location and activity recommendations with GPS history data.

[BibT_eX]

[DOI]

Xing Xie

Proceedings of the 19th International Conference on World Wide Web, 2010

Cross-domain sentiment classification via spectral feature alignment.

[BibT_eX]

[DOI]

Proceedings of the 19th International Conference on World Wide Web, 2010

Predictive Modeling with Heterogeneous Sources.

[BibT_eX]

[DOI]

Proceedings of the SIAM International Conference on Data Mining, 2010

Generalized and Heuristic-Free Feature Construction for Improved Accuracy.

[BibT_eX]

[DOI]

Proceedings of the SIAM International Conference on Data Mining, 2010

Online evolutionary collaborative filtering.

[BibT_eX]

[DOI]

Proceedings of the 2010 ACM Conference on Recommender Systems, 2010

Cross Validation Framework to Choose amongst Models and Datasets for Transfer Learning.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2010

Indoor localization in multi-floor environments with reduced effort.

[BibT_eX]

[DOI]

Hua-Yan Wang

Junhui Zhao

Proceedings of the Eigth Annual IEEE International Conference on Pervasive Computing and Communications, 2010

Transfer Learning for Collective Link Prediction in Multiple Heterogenous Domains.

[BibT_eX]

[DOI]

Bin Cao

Proceedings of the 27th International Conference on Machine Learning (ICML-10), 2010

Unifying explicit and implicit feedback for collaborative filtering.

[BibT_eX]

[DOI]

Proceedings of the 19th ACM Conference on Information and Knowledge Management, 2010

An effective approach for mining mobile user habits.

[BibT_eX]

[DOI]

Proceedings of the 19th ACM Conference on Information and Knowledge Management, 2010

Predicting chemical activities from structures by attributed molecular graph classification.

[BibT_eX]

[DOI]

Proceedings of the 2010 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, 2010

Relational network-service clustering analysis with set evidences.

[BibT_eX]

[DOI]

Proceedings of the 3rd ACM Workshop on Security and Artificial Intelligence, 2010

Protein-protein interaction prediction via Collective Matrix Factorization.

[BibT_eX]

[DOI]

Evan Wei Xiang

Proceedings of the 2010 IEEE International Conference on Bioinformatics and Biomedicine, 2010

SimpleTrPPI: A simple method for transferring knowledge between interaction networks for PPI prediction.

[BibT_eX]

[DOI]

Proceedings of the 2010 IEEE International Conference on Bioinformatics and Biomedicine Workshops, 2010

Collaborative Filtering Meets Mobile Recommendation: A User-Centered Approach.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence, 2010

Transfer Learning in Collaborative Filtering for Sparsity Reduction.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence, 2010

Visual Contextual Advertising: Bringing Textual Advertisements to Images.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence, 2010

Clickthrough Log Analysis by Collaborative Ranking.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence, 2010

Adaptive Transfer Learning.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence, 2010

2009

User language model for collaborative personalized search.

[BibT_eX]

[DOI]

ACM Trans. Inf. Syst., 2009

Discriminatively regularized least-squares classification.

[BibT_eX]

[DOI]

Hui Xue

Songcan Chen

Pattern Recognit., 2009

Editorial: special issue on selected papers of PAKDD 2007.

[BibT_eX]

[DOI]

Zhi-Hua Zhou

Hang Li

Knowl. Inf. Syst., 2009

Semantic Sensor Net: an extensible framework.

[BibT_eX]

[DOI]

Int. J. Ad Hoc Ubiquitous Comput., 2009

Semi-supervised protein subcellular localization.

[BibT_eX]

[DOI]

BMC Bioinform., 2009

MegaSNPHunter: a learning approach to detect disease predisposition SNPs and high level interactions in genome wide association study.

[BibT_eX]

[DOI]

BMC Bioinform., 2009

SNPHarvester: a filtering-based approach for detecting epistatic interactions in genome-wide association studies.

[BibT_eX]

[DOI]

Bioinform., 2009

Identifying vertical search intention of query through social tagging propagation.

[BibT_eX]

[DOI]

Proceedings of the 18th International Conference on World Wide Web, 2009

Context-aware query classification.

[BibT_eX]

[DOI]

Proceedings of the 32nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2009

Relaxed Transfer of Different Classes via Spectral Partition.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2009

HIPS: A Calibration-less Hybrid Indoor Positioning System Using Heterogeneous Sensors.

[BibT_eX]

[DOI]

Junhui Zhao

Yongcai Wang

Proceedings of the Seventh Annual IEEE International Conference on Pervasive Computing and Communications, 2009

Message from the Workshop Co-Organizers.

[BibT_eX]

[DOI]

Yiqiang Chen

Moustafa A. Youssef

Proceedings of the Seventh Annual IEEE International Conference on Pervasive Computing and Communications, 2009

LoSeCo: Location-based Search Computing for Pervasive Device Augmentation.

[BibT_eX]

[DOI]

Proceedings of the Seventh Annual IEEE International Conference on Pervasive Computing and Communications, 2009

Transfer Learning Action Models by Measuring the Similarity of Different Domains.

[BibT_eX]

[DOI]

Hankui Zhuo

Lei Li

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2009

Learning HTN Method Preconditions and Action Models from Partial Observations.

[BibT_eX]

[DOI]

Proceedings of the IJCAI 2009, 2009

Spatio-Temporal Event Detection Using Dynamic Conditional Random Fields.

[BibT_eX]

[DOI]

Proceedings of the IJCAI 2009, 2009

Activity Recognition: Linking Low-level Sensors to High-level Intelligence.

[BibT_eX]

[DOI]

Proceedings of the IJCAI 2009, 2009

Can Movies and Books Collaborate? Cross-Domain Collaborative Filtering for Sparsity Reduction.

[BibT_eX]

[DOI]

Bin Li

Xiangyang Xue

Proceedings of the IJCAI 2009, 2009

Abnormal Activity Recognition Based on HDP-HMM Models.

[BibT_eX]

[DOI]

Xian-Xing Zhang

Proceedings of the IJCAI 2009, 2009

Transfer learning for collaborative filtering via a rating-matrix generative model.

[BibT_eX]

[DOI]

Bin Li

Xiangyang Xue

Proceedings of the 26th Annual International Conference on Machine Learning, 2009

EigenTransfer: a unified framework for transfer learning.

[BibT_eX]

[DOI]

Proceedings of the 26th Annual International Conference on Machine Learning, 2009

Synthesizing Novel Dimension Reduction Algorithms in Matrix Trace Oriented Optimization Framework.

[BibT_eX]

[DOI]

Proceedings of the ICDM 2009, 2009

Knowledge Transfer among Heterogeneous Information Networks.

[BibT_eX]

[DOI]

Proceedings of the ICDM Workshops 2009, 2009

Constraint-Based Case-Based Planning Using Weighted MAX-SAT.

[BibT_eX]

[DOI]

Hankui Zhuo

Lei Li

Proceedings of the Case-Based Reasoning Research and Development, 2009

Cross-domain activity recognition.

[BibT_eX]

[DOI]

Proceedings of the UbiComp 2009: Ubiquitous Computing, 2009

Joint learning user's activities and profiles from GPS data.

[BibT_eX]

[DOI]

Proceedings of the 2009 International Workshop on Location Based Social Networks, 2009

Exploiting term relationship to boost text classification.

[BibT_eX]

[DOI]

Proceedings of the 18th ACM Conference on Information and Knowledge Management, 2009

Probabilistic latent preference analysis for collaborative filtering.

[BibT_eX]

[DOI]

Min Zhao

Proceedings of the 18th ACM Conference on Information and Knowledge Management, 2009

PQC: personalized query classification.

[BibT_eX]

[DOI]

Proceedings of the 18th ACM Conference on Information and Knowledge Management, 2009

Transfer Learning beyond Text Classification.

[BibT_eX]

[DOI]

Proceedings of the Advances in Machine Learning, 2009

Context-Aware Online Commercial Intention Detection.

[BibT_eX]

[DOI]

Proceedings of the Advances in Machine Learning, 2009

Heterogeneous Transfer Learning for Image Clustering via the SocialWeb.

[BibT_eX]

[DOI]

Proceedings of the ACL 2009, 2009

2008

Activity recognition via user-trace segmentation.

[BibT_eX]

[DOI]

ACM Trans. Sens. Networks, 2008

Learning Adaptive Temporal Radio Maps for Signal-Strength-Based Location Estimation.

[BibT_eX]

[DOI]

Lionel M. Ni

IEEE Trans. Mob. Comput., 2008

Sensor-Based Abnormal Human-Activity Detection.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2008

Two-dimensional Laplacianfaces method for face recognition.

[BibT_eX]

[DOI]

Pattern Recognit., 2008

Top 10 algorithms in data mining.

[BibT_eX]

[DOI]

Geoffrey J. McLachlan

Knowl. Inf. Syst., 2008

Estimating Location Using Wi-Fi.

[BibT_eX]

[DOI]

IEEE Intell. Syst., 2008

Can chinese web pages be classified with english data source?

[BibT_eX]

[DOI]

Proceedings of the 17th International Conference on World Wide Web, 2008

Deep classifier: automatically categorizing search results into large-scale hierarchies.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Web Search and Web Data Mining, 2008

Personal name classification in web queries.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Web Search and Web Data Mining, 2008

Deep classification in large-scale text hierarchies.

[BibT_eX]

[DOI]

Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2008

Topic-bridged PLSA for cross-domain text classification.

[BibT_eX]

[DOI]

Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2008

EigenRank: a ranking-oriented approach to collaborative filtering.

[BibT_eX]

[DOI]

Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2008

Enhancing text clustering by leveraging Wikipedia semantics.

[BibT_eX]

[DOI]

Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2008

Web query translation via web log mining.

[BibT_eX]

[DOI]

Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2008

Transferring Knowledge from Another Domain for Learning Action Models.

[BibT_eX]

[DOI]

Proceedings of the PRICAI 2008: Trends in Artificial Intelligence, 2008

Learning Bidirectional Similarity for Collaborative Filtering.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2008

Digital Wall: A Power-efficient Solution for Location-based Data Sharing.

[BibT_eX]

[DOI]

Proceedings of the Sixth Annual IEEE International Conference on Pervasive Computing and Communications (PerCom 2008), 2008

Translated Learning: Transfer Learning across Different Feature Spaces.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 21, 2008

Spectral domain-transfer learning.

[BibT_eX]

[DOI]

Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2008

Structural Support Vector Machine.

[BibT_eX]

[DOI]

Hui Xue

Songcan Chen

Proceedings of the Advances in Neural Networks, 2008

Learning and acting through sensors.

[BibT_eX]

[DOI]

Proceedings of the 3rd International Conference on Intelligent System and Knowledge Engineering, 2008

Adaptive p-posterior mixture-model kernels for multiple instance learning.

[BibT_eX]

[DOI]

Hua-Yan Wang

Hongbin Zha

Proceedings of the Machine Learning, 2008

Dirichlet component analysis: feature extraction for compositional data.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning, 2008

Self-taught clustering.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning, 2008

Learning Action Models with Quantified Conditional Effects for Software Requirement Specification.

[BibT_eX]

[DOI]

Proceedings of the Advanced Intelligent Computing Theories and Applications. With Aspects of Theoretical and Methodological Issues, 2008

TOFA: Trace Oriented Feature Analysis in Text Categorization.

[BibT_eX]

[DOI]

Proceedings of the 8th IEEE International Conference on Data Mining (ICDM 2008), 2008

One-Class Collaborative Filtering.

[BibT_eX]

[DOI]

Proceedings of the 8th IEEE International Conference on Data Mining (ICDM 2008), 2008

Real world activity recognition with multiple goals.

[BibT_eX]

[DOI]

Proceedings of the UbiComp 2008: Ubiquitous Computing, 10th International Conference, 2008

An Introduction to Transfer Learning.

[BibT_eX]

[DOI]

Proceedings of the Advanced Data Mining and Applications, 4th International Conference, 2008

An algorithm for analyzing personalized online commercial intention.

[BibT_eX]

[DOI]

Ying Li

Proceedings of the 2nd International Workshop on Data Mining and Audience Intelligence for Advertising, 2008

Transferring Localization Models over Time.

[BibT_eX]

[DOI]

Evan Wei Xiang

Dou Shen

Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence, 2008

Transferring Multi-device Localization Models using Latent Multi-task Learning.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence, 2008

Constraint Projections for Ensemble Learning.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence, 2008

Transferring Localization Models across Space.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence, 2008

Transfer Learning via Dimensionality Reduction.

[BibT_eX]

[DOI]

James T. Kwok

Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence, 2008

CIGAR: Concurrent and Interleaving Goal and Activity Recognition.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence, 2008

Mining Translations of Web Queries from Web Click-through Data.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence, 2008

2007

Reducing the Calibration Effort for Probabilistic Indoor Location Estimation.

[BibT_eX]

[DOI]

IEEE Trans. Mob. Comput., 2007

Extracting Actionable Knowledge from Decision Trees.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2007

Strong Compound-Risk Factors: Efficient Discovery Through Emerging Patterns and Contrast Sets.

[BibT_eX]

[DOI]

Jinyan Li

IEEE Trans. Inf. Technol. Biomed., 2007

Multilinear Discriminant Analysis for Face Recognition.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2007

Graph Embedding and Extensions: A General Framework for Dimensionality Reduction.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2007

ARMS: an automatic knowledge engineering tool for learning action models for AI planning.

[BibT_eX]

[DOI]

Kangheng Wu

Yunfei Jiang

Knowl. Eng. Rev., 2007

A cognitive approach for agent-based personalized recommendation.

[BibT_eX]

[DOI]

Knowl. Based Syst., 2007

Noise reduction through summarization for Web-page classification.

[BibT_eX]

[DOI]

Dou Shen

Zheng Chen

Inf. Process. Manag., 2007

Cost-Sensitive-Data Preprocessing for Mining Customer Relationship Management Databases.

[BibT_eX]

[DOI]

IEEE Intell. Syst., 2007

Domain-Driven, Actionable Knowledge Discovery.

[BibT_eX]

[DOI]

IEEE Intell. Syst., 2007

Learning action models from plan examples using weighted MAX-SAT.

[BibT_eX]

[DOI]

Kangheng Wu

Yunfei Jiang

Artif. Intell., 2007

Mining competent case bases for case-based reasoning.

[BibT_eX]

[DOI]

Rong Pan

Artif. Intell., 2007

Exploring in the weblog space by detecting informative and affective articles.

[BibT_eX]

[DOI]

Proceedings of the 16th International Conference on World Wide Web, 2007

Discovering Patterns of DNA Methylation: Rule Mining with Rough Sets and Decision Trees, and Comethylation Analysis.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition and Machine Intelligence, 2007

Domain-constrained semi-supervised mining of tracking models in sensor networks.

[BibT_eX]

[DOI]

Rong Pan

Junhui Zhao

Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2007

Co-clustering based classification for out-of-domain documents.

[BibT_eX]

[DOI]

Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2007

Document Summarization Using Conditional Random Fields.

[BibT_eX]

[DOI]

Proceedings of the IJCAI 2007, 2007

Co-Localization from Labeled and Unlabeled Data Using Graph Laplacian.

[BibT_eX]

[DOI]

Proceedings of the IJCAI 2007, 2007

Detect and Track Latent Factors with Online Nonnegative Matrix Factorization.

[BibT_eX]

[DOI]

Proceedings of the IJCAI 2007, 2007

Boosting for transfer learning.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning, 2007

Feature selection in a kernel space.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning, 2007

Document Transformation for Multi-label Feature Selection in Text Categorization.

[BibT_eX]

[DOI]

Proceedings of the 7th IEEE International Conference on Data Mining (ICDM 2007), 2007

Semi-Supervised Learning with Very Few Labeled Training Examples.

[BibT_eX]

[DOI]

Zhi-Hua Zhou

De-Chuan Zhan

Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence, 2007

Mining Web Query Hierarchies from Clickthrough Data.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence, 2007

Online Co-Localization in Indoor Wireless Networks by Dimension Reduction.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence, 2007

Adaptive Localization in a Dynamic WiFi Environment through Multi-view Learning.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence, 2007

Transferring Naive Bayes Classifiers for Text Classification.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence, 2007

2006

Query enrichment for web-query classification.

[BibT_eX]

[DOI]

ACM Trans. Inf. Syst., 2006

Test-Cost Sensitive Classification on Data with Missing Values.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2006

Effective and Efficient Dimensionality Reduction for Large-Scale and Streaming Data Preprocessing.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2006

Learning Contextual Dependency Network Models for Link-Based Classification.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2006

Multidimensional Vector Regression for Accurate and Low-Cost Location Estimation in Pervasive Computing.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2006

Test Strategies for Cost-Sensitive Decision Trees.

[BibT_eX]

[DOI]

Victor S. Sheng

IEEE Trans. Knowl. Data Eng., 2006

Power-Efficient Access-Point Selection for Indoor Location Estimation.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2006

A scalable supervised algorithm for dimensionality reduction on streaming data.

[BibT_eX]

[DOI]

Inf. Sci., 2006

10 Challenging Problems in Data Mining Research.

[BibT_eX]

[DOI]

Xindong Wu

Int. J. Inf. Technol. Decis. Mak., 2006

Mining Adaptive Ratio Rules from Distributed Data Sources.

[BibT_eX]

[DOI]

Data Min. Knowl. Discov., 2006

Reinforcing Web-object Categorization Through Interrelationships.

[BibT_eX]

[DOI]

Data Min. Knowl. Discov., 2006

Discovering Classification from Data of Multiple Sources.

[BibT_eX]

[DOI]

Data Min. Knowl. Discov., 2006

A comparison of implicit and explicit links for web page classification.

[BibT_eX]

[DOI]

Proceedings of the 15th international conference on World Wide Web, 2006

Thread detection in dynamic text message streams.

[BibT_eX]

[DOI]

Proceedings of the SIGIR 2006: Proceedings of the 29th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2006

Building bridges for web query classification.

[BibT_eX]

[DOI]

Proceedings of the SIGIR 2006: Proceedings of the 29th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2006

A Novel Scalable Algorithm for Supervised Subspace Learning.

[BibT_eX]

[DOI]

Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 2006

Latent Friend Mining from Blog Data.

[BibT_eX]

[DOI]

Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 2006

Adding Semantics to Email Clustering.

[BibT_eX]

[DOI]

Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 2006

Diverse Topic Phrase Extraction through Latent Semantic Analysis.

[BibT_eX]

[DOI]

Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 2006

Text Classification Improved through Automatically Extracted Sequences.

[BibT_eX]

[DOI]

Proceedings of the 22nd International Conference on Data Engineering, 2006

Text classification improved through multigram models.

[BibT_eX]

[DOI]

Proceedings of the 2006 ACM CIKM International Conference on Information and Knowledge Management, 2006

A Manifold Regularization Approach to Calibration Reduction for Sensor-Network Based Tracking.

[BibT_eX]

[DOI]

Proceedings of the Proceedings, 2006

2005

Guest Editors' Introduction: Special Section on Intelligent Data Preparation.

[BibT_eX]

[DOI]

Chengqi Zhang

Bing Liu

IEEE Trans. Knowl. Data Eng., 2005

Guest Editor's Introduction to the Special Issue: Machine Learning for Bioinformatics-Part 2.

[BibT_eX]

[DOI]

William Stafford Noble

IEEE ACM Trans. Comput. Biol. Bioinform., 2005

Guest Editors' Introduction to the Special Issue: Machine Learning for Bioinformatics - Part 1.

[BibT_eX]

[DOI]

William Stafford Noble

IEEE ACM Trans. Comput. Biol. Bioinform., 2005

Q<sup>2</sup>C@UST: our winning solution to query classification in KDDCUP 2005.

[BibT_eX]

[DOI]

SIGKDD Explor., 2005

Advances in conversational case-based reasoning.

[BibT_eX]

[DOI]

David W. Aha

David McSherry

Knowl. Eng. Rev., 2005

Learning quantifiable associations via principal sparse non-negative matrix factorization.

[BibT_eX]

[DOI]

Intell. Data Anal., 2005

Guest Editors' Introduction: Data Mining in Bioinformatics.

[BibT_eX]

[DOI]

Jinyan Li

Limsoon Wong

IEEE Intell. Syst., 2005

Mining Customer Value: From Association Rules to Direct Marketing.

[BibT_eX]

[DOI]

Data Min. Knowl. Discov., 2005

Deriving a Stationary Dynamic Bayesian Network from a Logic Program with Recursive Loops

[BibT_eX]

[DOI]

CoRR, 2005

pFind: a novel database-searching software system for automated peptide and protein identification via tandem mass spectrometry.

[BibT_eX]

[DOI]

Bioinform., 2005

Exploiting the hierarchical structure for link analysis.

[BibT_eX]

[DOI]

Proceedings of the SIGIR 2005: Proceedings of the 28th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2005

Scalable collaborative filtering using cluster-based smoothing.

[BibT_eX]

[DOI]

Proceedings of the SIGIR 2005: Proceedings of the 28th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2005

Web-page summarization using clickthrough data.

[BibT_eX]

[DOI]

Proceedings of the SIGIR 2005: Proceedings of the 28th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2005

Adaptive Temporal Radio Maps for Indoor Location Estimation.

[BibT_eX]

[DOI]

Lionel M. Ni

Proceedings of the 3rd IEEE International Conference on Pervasive Computing and Communications (PerCom 2005), 2005

Reducing the Calibration Effort for Location Estimation Using Unlabeled Samples.

[BibT_eX]

[DOI]

Proceedings of the 3rd IEEE International Conference on Pervasive Computing and Communications (PerCom 2005), 2005

Deriving a Stationary Dynamic Bayesian Network from a Logic Program with Recursive Loops.

[BibT_eX]

[DOI]

Yi-Dong Shen

Proceedings of the Inductive Logic Programming, 15th International Conference, 2005

Accurate and Low-cost Location Estimation Using Kernels.

[BibT_eX]

[DOI]

Proceedings of the IJCAI-05, Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence, Edinburgh, Scotland, UK, July 30, 2005

Efficient Text Classification by Weighted Proximal SVM.

[BibT_eX]

[DOI]

Proceedings of the 5th IEEE International Conference on Data Mining (ICDM 2005), 2005

Integrating Hidden Markov Models and Spectral Analysis for Sensory Time Series Clustering.

[BibT_eX]

[DOI]

Proceedings of the 5th IEEE International Conference on Data Mining (ICDM 2005), 2005

Semantic Sensor Net: An Extensible Framework.

[BibT_eX]

[DOI]

Proceedings of the Networking and Mobile Computing, Third International Conference, 2005

Simple Test Strategies for Cost-Sensitive Decision Trees.

[BibT_eX]

[DOI]

Shengli Sheng

Proceedings of the Machine Learning: ECML 2005, 2005

Discriminant Analysis with Tensor Representation.

[BibT_eX]

[DOI]

Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), 2005

Preprocessing Time Series Data for Classification with Application to CRM.

[BibT_eX]

[DOI]

Proceedings of the AI 2005: Advances in Artificial Intelligence, 2005

An Incremental Subspace Learning Algorithm to Categorize Large Scale Text Data.

[BibT_eX]

[DOI]

Proceedings of the Web Technologies Research and Development - APWeb 2005, 7th Asia-Pacific Web Conference, Shanghai, China, March 29, 2005

Mining Quantitative Associations in Large Database.

[BibT_eX]

[DOI]

Proceedings of the Web Technologies Research and Development - APWeb 2005, 7th Asia-Pacific Web Conference, Shanghai, China, March 29, 2005

Learning Actions Models from Plan Examples with Incomplete Knowledge.

[BibT_eX]

[DOI]

Kangheng Wu

Yunfei Jiang

Proceedings of the Fifteenth International Conference on Automated Planning and Scheduling (ICAPS 2005), 2005

Activity Recognition through Goal-Based Segmentation.

[BibT_eX]

[DOI]

Proceedings of the Proceedings, 2005

Competence Driven Case-Base Mining.

[BibT_eX]

[DOI]

Proceedings of the Proceedings, 2005

Multiple-Goal Recognition from Low-Level Signals.

[BibT_eX]

[DOI]

Proceedings of the Proceedings, 2005

2004

A block-based support vector machine approach to the protein homology prediction task in KDD Cup 2004.

[BibT_eX]

[DOI]

SIGKDD Explor., 2004

Guest Editors' Introduction: Information Enhancement for Data Mining.

[BibT_eX]

[DOI]

Shichao Zhang

Chengqi Zhang

IEEE Intell. Syst., 2004

Guest Editors' Introduction: Mining Actionable Knowledge on the Web.

[BibT_eX]

[DOI]

Xindong Wu

IEEE Intell. Syst., 2004

Building Association-Rule Based Sequential Classifiers for Web-Document Prediction.

[BibT_eX]

[DOI]

Tianyi Li

Ke Wang

Data Min. Knowl. Discov., 2004

Exploiting the kernel trick to correlate fragment ions for peptide identification via tandem mass spectrometry.

[BibT_eX]

[DOI]

Bioinform., 2004

Web-page classification through summarization.

[BibT_eX]

[DOI]

Proceedings of the SIGIR 2004: Proceedings of the 27th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2004

A Kernel-Based Case Retrieval Algorithm with Application to Bioinformatics.

[BibT_eX]

[DOI]

Proceedings of the PRICAI 2004: Trends in Artificial Intelligence, 2004

Mining of Web-Page Visiting Patterns with Continuous-Time Markov Models.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2004

LEAPS: A Location Estimation and Action Prediction System in a Wireless LAN Environment.

[BibT_eX]

[DOI]

Proceedings of the Network and Parallel Computing, IFIP International Conference, 2004

IMMC: incremental maximum margin criterion.

[BibT_eX]

[DOI]

Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2004

Decision trees with minimal costs.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning, 2004

IRC: An Iterative Reinforcement Categorization Algorithm for Interrelated Web Objects.

[BibT_eX]

[DOI]

Proceedings of the 4th IEEE International Conference on Data Mining (ICDM 2004), 2004

Cluster Cores-Based Clustering for High Dimensional Data.

[BibT_eX]

[DOI]

Proceedings of the 4th IEEE International Conference on Data Mining (ICDM 2004), 2004

Mining Ratio Rules Via Principal Sparse Non-Negative Matrix Factorization.

[BibT_eX]

[DOI]

Proceedings of the 4th IEEE International Conference on Data Mining (ICDM 2004), 2004

Test-Cost Sensitive Naive Bayes Classification.

[BibT_eX]

[DOI]

Proceedings of the 4th IEEE International Conference on Data Mining (ICDM 2004), 2004

Case Retrieval Using Nonlinear Feature-Space Transformation.

[BibT_eX]

[DOI]

Rong Pan

Lei Li

Proceedings of the Advances in Case-Based Reasoning, 7th European Conference, 2004

Learning similarity measures in non-orthogonal space.

[BibT_eX]

[DOI]

Proceedings of the 2004 ACM CIKM International Conference on Information and Knowledge Management, 2004

High-Level Goal Recognition in a Wireless LAN.

[BibT_eX]

[DOI]

Proceedings of the Nineteenth National Conference on Artificial Intelligence, 2004

2003

SANet: a service-agent network for call-center scheduling.

[BibT_eX]

[DOI]

Yong Wang

IEEE Trans. Syst. Man Cybern. Part A, 2003

A dynamic approach to characterizing termination of general logic programs.

[BibT_eX]

[DOI]

ACM Trans. Comput. Log., 2003

Web-Log Mining for Predictive Web Caching.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2003

A Data Cube Model for Prediction-Based Web Prefetching.

[BibT_eX]

[DOI]

Joshua Zhexue Huang

Michael K. Ng

J. Intell. Inf. Syst., 2003

Data Mining and Case-Based Reasoning for Distance Learning.

[BibT_eX]

[DOI]

Int. J. Distance Educ. Technol., 2003

Data Preparation for Data Mining.

[BibT_eX]

[DOI]

Shichao Zhang

Chengqi Zhang

Appl. Artif. Intell., 2003

Web-Log Cleaning for Constructing Sequential Classifiers.

[BibT_eX]

[DOI]

Tianyiian Li

Ke Wang

Appl. Artif. Intell., 2003

Mining the Customer's Up-To-Moment Preferences for E-commerce Recommendation.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2003

Postprocessing Decision Trees to Extract Actionable Knowledge.

[BibT_eX]

[DOI]

Proceedings of the 3rd IEEE International Conference on Data Mining (ICDM 2003), 2003

Mining Plans for Customer-Class Transformation.

[BibT_eX]

[DOI]

Proceedings of the 3rd IEEE International Conference on Data Mining (ICDM 2003), 2003

Mining High Utility Itemsets.

[BibT_eX]

[DOI]

Raymond Chan

Yi-Dong Shen

Proceedings of the 3rd IEEE International Conference on Data Mining (ICDM 2003), 2003

Case Mining from Large Databases.

[BibT_eX]

[DOI]

Proceedings of the Case-Based Reasoning Research and Development, 2003

Planning for Marketing Campaigns.

[BibT_eX]

[DOI]

Proceedings of the Thirteenth International Conference on Automated Planning and Scheduling (ICAPS 2003), 2003

2002

Correlation-Based Web Document Clustering for Adaptive Web Interface Design.

[BibT_eX]

[DOI]

Knowl. Inf. Syst., 2002

Web-log Mining for Quantitative Temporal-Event Prediction.

[BibT_eX]

[DOI]

Hui Wang

Wei Zhang

IEEE Intell. Informatics Bull., 2002

Fuzzy Cognitive Agents for Personalized Recommendation.

[BibT_eX]

[DOI]

Proceedings of the 3rd International Conference on Web Information Systems Engineering, 2002

An Open Framework for Smart and Personalized Distance Learning.

[BibT_eX]

[DOI]

Proceedings of the Advances in Web-Based Learning, First International Conference, 2002

Mining Case Bases for Action Recommendation.

[BibT_eX]

[DOI]

Proceedings of the 2002 IEEE International Conference on Data Mining (ICDM 2002), 2002

Objective-Oriented Utility-Based Association Mining.

[BibT_eX]

[DOI]

Yi-Dong Shen

Proceedings of the 2002 IEEE International Conference on Data Mining (ICDM 2002), 2002

Mining Optimal Actions for Profitable CRM.

[BibT_eX]

[DOI]

Proceedings of the 2002 IEEE International Conference on Data Mining (ICDM 2002), 2002

An Agent Approach for Personalized Recommendation.

[BibT_eX]

Proceedings of the FSDK'02, 2002

Cut-and-Pick Transactions for Proxy Log Mining.

[BibT_eX]

[DOI]

Proceedings of the Advances in Database Technology, 2002

The Application of Case Based Reasoning on Q&A System.

[BibT_eX]

[DOI]

Proceedings of the AI 2002: Advances in Artificial Intelligence, 2002

2001

Integrating Web Prefetching Using Prediction Models.

[BibT_eX]

[DOI]

World Wide Web, 2001

Redundancy Detection in Semistructured Case Bases.

[BibT_eX]

[DOI]

Kirsti Racine

IEEE Trans. Knowl. Data Eng., 2001

ActiveCBR: An Agent System That Integrates Case-Based Reasoning and Active Databases.

[BibT_eX]

[DOI]

Sheng Li

Knowl. Inf. Syst., 2001

Feature Weight Maintenance in Case Bases Using Introspective Learning.

[BibT_eX]

[DOI]

J. Intell. Inf. Syst., 2001

Introduction to the Special Issue on Maintaining Case-Based Reasoning Systems.

[BibT_eX]

[DOI]

Comput. Intell., 2001

Enhancing the Effectiveness of Interactive Case-Based Reasoning with Clustering and Decision Forests.

[BibT_eX]

[DOI]

Jing Wu

Appl. Intell., 2001

Classification Pruning for Web-request Prediction.

[BibT_eX]

[DOI]

Ian Tian-Yi Li

Ke Wang

Proceedings of the Poster Proceedings of the Tenth International World Wide Web Conference, 2001

Mining Web Logs to Improve Web Caching and Prefetching.

[BibT_eX]

[DOI]

Proceedings of the Web Intelligence: Research and Development, 2001

Mining web logs for prediction models in WWW caching and prefetching.

[BibT_eX]

[DOI]

Tianyi Li

Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining, 2001

Mining High-Quality Cases for Hypertext Prediction and Prefetching.

[BibT_eX]

[DOI]

Ian Tian-Yi Li

Proceedings of the Case-Based Reasoning Research and Development, 2001

Taylor Series Prediction: A Cache Replacement Policy based on Second-Order Trend Analysis.

[BibT_eX]

[DOI]

Hui Zhang

Proceedings of the 34th Annual Hawaii International Conference on System Sciences (HICSS-34), 2001

Correlation-based Document Clustering using Web Logs.

[BibT_eX]

[DOI]

Proceedings of the 34th Annual Hawaii International Conference on System Sciences (HICSS-34), 2001

Model Based Predictive Prefetching.

[BibT_eX]

[DOI]

Zhen Zhang

Proceedings of the 12th International Workshop on Database and Expert Systems Applications (DEXA 2001), 2001

2000

WhatNext: A Prediction System for Web Requests Using N-gram Sequence Models.

[BibT_eX]

[DOI]

Proceedings of the WISE 2000, 2000

Towards a Next-Generation Search Engine.

[BibT_eX]

[DOI]

Proceedings of the PRICAI 2000, Topics in Artificial Intelligence, 6th Pacific Rim International Conference on Artificial Intelligence, Melbourne, Australia, August 28, 2000

A prediction system for multimedia pre-fetching in Internet.

[BibT_eX]

[DOI]

Zhong Su

HongJiang Zhang

Proceedings of the 8th ACM International Conference on Multimedia 2000, Los Angeles, CA, USA, October 30, 2000

A unified framework for semantics and feature based relevance feedback in image retrieval systems.

[BibT_eX]

[DOI]

Proceedings of the 8th ACM International Conference on Multimedia 2000, Los Angeles, CA, USA, October 30, 2000

Activating Case-Based Reasoning with Active Databases.

[BibT_eX]

[DOI]

Sheng Li

Proceedings of the Advances in Case-Based Reasoning, 5th European Workshop, 2000

Keep It Simple: A Case-Base Maintenance Policy Based on Clustering and Information Theory.

[BibT_eX]

[DOI]

Jing Wu

Proceedings of the Advances in Artificial Intelligence, 2000

1999

Remembering to Add: Competence-preserving Case-Addition Policies for Case Base Maintenance.

[BibT_eX]

[DOI]

Jun Zhu

Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence, 1999

Dynamic Refinement of Feature Weights Using Quantitative Introspective Learning.

[BibT_eX]

[DOI]

Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence, 1999

Activating CBR Systems Through Autonomous Information Gathering.

[BibT_eX]

[DOI]

Christina Carrick

Proceedings of the Case-Based Reasoning and Development, Third International Conference, 1999

Is CBR Applicable to the Coordination of Search and Rescue Operations? A Feasibility Study.

[BibT_eX]

[DOI]

Irène Abi-Zeid

Luc Lamontagne

Proceedings of the Case-Based Reasoning and Development, Third International Conference, 1999

Real-Time Scheduling for Multi-agent Call Center Automation.

[BibT_eX]

[DOI]

Yong Wang

Proceedings of the Recent Advances in AI Planning, 5th European Conference on Planning, 1999

Plan Mining by Divide-and-Conquer.

[BibT_eX]

[DOI]

Jiawei Han

Edward Kim

Proceedings of the 1999 ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery, 1999

A Catalog of Agent Coordination Patterns.

[BibT_eX]

[DOI]

Sandra C. Hayden

Christina Carrick

Proceedings of the Third Annual Conference on Autonomous Agents, 1999

1998

Program Understanding as Constraint Satisfaction: Representation and Reasoning Techniques.

[BibT_eX]

[DOI]

Steven G. Woods

Autom. Softw. Eng., 1998

Applying Plan Recognition Algorithms To Program Understanding.

[BibT_eX]

[DOI]

Alex Quilici

Steven Woods

Autom. Softw. Eng., 1998

Towards Lifetime Maintenance of Case Based Indexes for Continual Case Based Reasoning.

[BibT_eX]

[DOI]

Proceedings of the Artificial Intelligence: Methodology, 1998

An Agent for Intelligent Situation Assessment.

[BibT_eX]

[DOI]

Irène Abi-Zeid

Luc Lamontagne

Proceedings of the Artificial Intelligence: Methodology, 1998

1997

Automatically Selecting and Using Primary Effects in Planning: Theory and Experiments.

[BibT_eX]

[DOI]

Eugene Fink

Artif. Intell., 1997

Maintaining Unstructured Case Base.

[BibT_eX]

[DOI]

Kirsti Racine

Proceedings of the Case-Based Reasoning Research and Development, 1997

Intelligent planning - a decomposition and abstraction based approach.

[BibT_eX]

Artificial intelligence, Springer, ISBN: 978-3-540-61901-7, 1997

1996

On the Implenentation and Evaluation of ABTWEAK.

[BibT_eX]

[DOI]

Josh D. Tenenberg

Steven G. Woods

Comput. Intell., 1996

The Program Understanding Problem: Analysis and a Heuristic Approach.

[BibT_eX]

[DOI]

Steven G. Woods

Proceedings of the 18th International Conference on Software Engineering, 1996

1995

Relating the Performance of Partial-Order Planning Algorithms to Domain Features.

[BibT_eX]

[DOI]

SIGART Bull., 1995

Planning as Refinement Search: A Unified Framework for Evaluating Design Tradeoffs in Partial-Order Planning.

[BibT_eX]

[DOI]

Subbarao Kambhampati

Artif. Intell., 1995

Planning with Primary Effects: Experiments and Analysis.

[BibT_eX]

[DOI]

Eugene Fink

Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence, 1995

1994

An Evaluation of the Temporal Coherence Heuristic in Partial-Order Planning.

[BibT_eX]

[DOI]

Cheryl Murray

Comput. Intell., 1994

Downward Refinement and the Efficiency of Hierarchical Problem Solving.

[BibT_eX]

[DOI]

Fahiem Bacchus

Artif. Intell., 1994

Delaying Variable Binding Commitments in Planning.

[BibT_eX]

[DOI]

Alex Y. M. Chan

Proceedings of the Second International Conference on Artificial Intelligence Planning Systems, 1994

A Framework for Automatic Problem Decomposition in Planning.

[BibT_eX]

[DOI]

Shuo Bai

Guiyou Qiu

Proceedings of the Second International Conference on Artificial Intelligence Planning Systems, 1994

1993

Characterizing and Automatically Finding Primary Effects in Planning.

[BibT_eX]

Eugene Fink

Proceedings of the 13th International Joint Conference on Artificial Intelligence. Chambéry, France, August 28, 1993

1992

Merging Separately Generated Plans with Restricted Interactions.

[BibT_eX]

[DOI]

Dana S. Nau

James A. Hendler

Comput. Intell., 1992

A Theory of Conflict Resolution in Planning.

[BibT_eX]

[DOI]

Artif. Intell., 1992

Theory and Algorithms for Plan Merging.

[BibT_eX]

[DOI]

David E. Foulser

Ming Li

Artif. Intell., 1992

Handling feature interactions in process-planning.

[BibT_eX]

[DOI]

Raghu Karinthi

Dana S. Nau

Appl. Artif. Intell., 1992

The Expected Value of Hierarchical Problem-Solving.

[BibT_eX]

[DOI]

Fahiem Bacchus

Proceedings of the 10th National Conference on Artificial Intelligence, 1992

1991

The Downward Refinement Property.

[BibT_eX]

[DOI]

Fahiem Bacchus

Proceedings of the 12th International Joint Conference on Artificial Intelligence. Sydney, 1991

Characterizing Abstraction Hierarchies for Planning.

[BibT_eX]

[DOI]

Josh D. Tenenberg

Proceedings of the 9th National Conference on Artificial Intelligence, 1991

A Quantitative Theory for Plan Merging.

[BibT_eX]

[DOI]

David E. Foulser

Ming Li

Proceedings of the 9th National Conference on Artificial Intelligence, 1991

1990

Formalizing planning knowledge for hierarchical planning.

[BibT_eX]

[DOI]

Comput. Intell., 1990

ABTWEAK: Abstracting a Nonlinear, Least Commitment Planner.

[BibT_eX]

[DOI]

Josh D. Tenenberg

Proceedings of the 8th National Conference on Artificial Intelligence. Boston, Massachusetts, USA, July 29, 1990

An Algebraic Approach to Conflict Resolution in Planning.

[BibT_eX]

[DOI]

Proceedings of the 8th National Conference on Artificial Intelligence. Boston, Massachusetts, USA, July 29, 1990

1989

Preprocessing Search Spaces for Branch and Bound Search.

[BibT_eX]

[DOI]