Sanjay Chawla

AI Ethics, May, 2024

Interpretable scientific discovery with symbolic regression: a review.

[BibT_eX]

[DOI]

Artif. Intell. Rev., January, 2024

Detecting and Characterising Mobile App Metamorphosis in Google Play Store.

[BibT_eX]

[DOI]

Dishanika Denipitiyage

CoRR, 2024

Exploiting the Layered Intrinsic Dimensionality of Deep Models for Practical Adversarial Training.

[BibT_eX]

[DOI]

CoRR, 2024

S<sup>2</sup>AC: Energy-Based Reinforcement Learning with Stein Soft Actor Critic.

[BibT_eX]

[DOI]

CoRR, 2024

Out-of-Distribution Data: An Acquaintance of Adversarial Examples - A Survey.

[BibT_eX]

[DOI]

CoRR, 2024

T-RAG: Lessons from the LLM Trenches.

[BibT_eX]

[DOI]

Masoomali Fatehkia

Ji Kim Lucas

CoRR, 2024

Symbolic Regression: A Pathway to Interpretability Towards Automated Scientific Discovery.

[BibT_eX]

[DOI]

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

S2AC: Energy-Based Reinforcement Learning with Stein Soft Actor Critic.

[BibT_eX]

[DOI]

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023

A3T: accuracy aware adversarial training.

[BibT_eX]

[DOI]

Mach. Learn., September, 2023

ExCeL : Combined Extreme and Collective Logit Information for Enhancing Out-of-Distribution Detection.

[BibT_eX]

[DOI]

Naveen Karunanayake

Suranga Seneviratne

CoRR, 2023

Towards Mobility Data Science (Vision Paper).

[BibT_eX]

[DOI]

CoRR, 2023

Optimizing Traffic Control with Model-Based Learning: A Pessimistic Approach to Data-Efficient Policy Inference.

[BibT_eX]

[DOI]

Mayuresh Kunjir

Siddarth Chandrasekar

Devika Jay

Balaraman Ravindran

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

Impact of Adversarial Training on Robustness and Generalizability of Language Models.

[BibT_eX]

[DOI]

Proceedings of the Findings of the Association for Computational Linguistics: ACL 2023, 2023

2022

Uncertainty-bounded reinforcement learning for revenue optimization in air cargo: a prescriptive learning approach.

[BibT_eX]

[DOI]

Knowl. Inf. Syst., 2022

Automated Annotations for AI Data and Model Transparency.

[BibT_eX]

[DOI]

Mayuresh Kunjir

Mourad Ouzzani

ACM J. Data Inf. Qual., 2022

Mobility Data Science (Dagstuhl Seminar 22021).

[BibT_eX]

[DOI]

Dagstuhl Reports, 2022

Ten Years after ImageNet: A 360° Perspective on AI.

[BibT_eX]

[DOI]

Michael A. Wooldridge

Ting Yu

CoRR, 2022

Offline Reinforcement Learning for Road Traffic Control.

[BibT_eX]

[DOI]

Mayuresh Kunjir

CoRR, 2022

The Third Workshop on Data-driven Intelligent Transportation.

[BibT_eX]

[DOI]

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

Neuro-Symbolic Regression with Applications.

[BibT_eX]

[DOI]

Proceedings of the Big Data Analytics in Astronomy, Science, and Engineering, 2022

2021

Permutation-Invariant Subgraph Discovery.

[BibT_eX]

[DOI]

Raghvendra Mall

Han Yufei

Ting Yu

CoRR, 2021

Inferring and improving street maps with data-driven automation.

[BibT_eX]

[DOI]

Commun. ACM, 2021

An AI-enabled future for Qatar and the region.

[BibT_eX]

[DOI]

Commun. ACM, 2021

A modeling framework for embedding-based predictions for compound-viral protein activity.

[BibT_eX]

[DOI]

Bioinform., 2021

How-to Present News on Social Media: A Causal Analysis of Editing News Headlines for Boosting User Engagement.

[BibT_eX]

[DOI]

Proceedings of the Fifteenth International AAAI Conference on Web and Social Media, 2021

Inferring high-resolution traffic accident risk maps based on satellite imagery and GPS trajectories.

[BibT_eX]

[DOI]

Songtao He

Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

Updating Street Maps using Changes Detected in Satellite Imagery.

[BibT_eX]

[DOI]

Proceedings of the SIGSPATIAL '21: 29th International Conference on Advances in Geographic Information Systems, 2021

Symbolic Regression for Interpretable Scientific Discovery.

[BibT_eX]

[DOI]

Proceedings of the Big-Data-Analytics in Astronomy, Science, and Engineering, 2021

A Perspective on Prescriptive Learning ADBIS'2021 Keynote.

[BibT_eX]

[DOI]

Proceedings of the Advances in Databases and Information Systems, 2021

2020

RHEEMix in the data jungle: a cost-based optimizer for cross-platform systems.

[BibT_eX]

[DOI]

Felix Naumann

VLDB J., 2020

Simple and effective neural-free soft-cluster embeddings for item cold-start recommendations.

[BibT_eX]

[DOI]

Data Min. Knowl. Discov., 2020

Probabilistic Outlier Detection and Generation.

[BibT_eX]

[DOI]

Linsey Pang

Yixian Chen

CoRR, 2020

Understanding Effects of Editing Tweets for News Sharing by Media Accounts through a Causal Inference Framework.

[BibT_eX]

[DOI]

CoRR, 2020

Unravelling the Architecture of Membrane Proteins with Conditional Random Fields.

[BibT_eX]

[DOI]

CoRR, 2020

Protecting Private Attributes in App Based Mobile User Profiling.

[BibT_eX]

[DOI]

IEEE Access, 2020

Robust Deep Learning Methods for Anomaly Detection.

[BibT_eX]

[DOI]

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

Prescriptive Learning for Air-Cargo Revenue Management.

[BibT_eX]

[DOI]

Proceedings of the 20th IEEE International Conference on Data Mining, 2020

ML-based Cross-Platform Query Optimization.

[BibT_eX]

[DOI]

Rodrigo Pardo-Meza

Anis Troudi

Proceedings of the 36th IEEE International Conference on Data Engineering, 2020

QarSUMO: A Parallel, Congestion-optimized Traffic Simulator.

[BibT_eX]

[DOI]

Hao Chen

Ke Yang

Proceedings of the SIGSPATIAL '20: 28th International Conference on Advances in Geographic Information Systems, 2020

Sat2Graph: Road Graph Extraction Through Graph-Tensor Encoding.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2020, 2020

RoadTagger: Robust Road Attribute Inference with Graph Neural Networks.

[BibT_eX]

[DOI]

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

2019

Incremental commute time and its online applications.

[BibT_eX]

[DOI]

Yang Wang

Pattern Recognit., 2019

AI-CARGO: A Data-Driven Air-Cargo Revenue Management System.

[BibT_eX]

[DOI]

Ji Lucas

CoRR, 2019

Risk Aware Ranking for Top-k Recommendations.

[BibT_eX]

[DOI]

Nishant Vijayakumar

CoRR, 2019

Deep Learning for Anomaly Detection: A Survey.

[BibT_eX]

[DOI]

CoRR, 2019

Time Critic Policy Gradient Methods for Traffic Signal Control in Complex and Congested Scenarios.

[BibT_eX]

[DOI]

Giovanna Vantini

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

Reinforcement Learning with Explainability for Traffic Signal Control.

[BibT_eX]

[DOI]

Giovanna Vantini

Proceedings of the 2019 IEEE Intelligent Transportation Systems Conference, 2019

Optimizing Cross-Platform Data Movement.

[BibT_eX]

[DOI]

Felix Naumann

Proceedings of the 35th IEEE International Conference on Data Engineering, 2019

2018

Detection of Spatiotemporal Outlier Events in Social Networks.

[BibT_eX]

[DOI]

Proceedings of the Encyclopedia of Social Network Analysis and Mining, 2nd Edition, 2018

Sparse Feature Attacks in Adversarial Learning.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2018

GTΔ: Detecting Temporal Changes in Group Stochastic Processes.

[BibT_eX]

[DOI]

Edward Toth

ACM Trans. Knowl. Discov. Data, 2018

RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! -.

[BibT_eX]

[DOI]

Divy Agrawal

Nan Tang

Anis Troudi

Proc. VLDB Endow., 2018

Optimizing non-decomposable measures with deep networks.

[BibT_eX]

[DOI]

Mach. Learn., 2018

Group Deviation Detection Methods: A Survey.

[BibT_eX]

[DOI]

Edward Toth

ACM Comput. Surv., 2018

Building your Cross-Platform Application with RHEEM.

[BibT_eX]

[DOI]

CoRR, 2018

RHEEMix in the Data Jungle - A Cross-Platform Query Optimizer -.

[BibT_eX]

[DOI]

Felix Naumann

Bertty Contreras

CoRR, 2018

Anomaly Detection using One-Class Neural Networks.

[BibT_eX]

[DOI]

CoRR, 2018

Unthule: An Incremental Graph Construction Process for Robust Road Map Extraction from Aerial Images.

[BibT_eX]

[DOI]

CoRR, 2018

Robust Road Map Inference through Network Alignment of Trajectories.

[BibT_eX]

[DOI]

Rade Stanojevic

Sofiane Abbar

Fethi Filali

Ahid Aleimat

Proceedings of the 2018 SIAM International Conference on Data Mining, 2018

Group Anomaly Detection Using Deep Generative Models.

[BibT_eX]

[DOI]

Edward Toth

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2018

Road Network Fusion for Incremental Map Updates.

[BibT_eX]

[DOI]

Rade Stanojevic

Sofiane Abbar

Gianmarco De Francisci Morales

Fethi Filali

Ahid Aleimat

Proceedings of the Progress in Location Based Services 2018, 2018

Deep Reinforcement Learning for Traffic Light Optimization.

[BibT_eX]

[DOI]

Mustafa Coskun

Abdelkader Baggag

Proceedings of the 2018 IEEE International Conference on Data Mining Workshops, 2018

RheemStudio: Cross-Platform Data Analytics Made Easy.

[BibT_eX]

[DOI]

Ji Lucas

Yasser Idris

Proceedings of the 34th IEEE International Conference on Data Engineering, 2018

RoadRunner: improving the precision of road network inference from GPS trajectories.

[BibT_eX]

[DOI]

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

Machine-assisted map editing.

[BibT_eX]

[DOI]

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

RoadTracer: Automatic Extraction of Road Networks From Aerial Images.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition, 2018

SAGA: A Submodular Greedy Algorithm for Group Recommendation.

[BibT_eX]

[DOI]

Nishant Vijayakumar

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

2017

Patterns, Complex.

[BibT_eX]

[DOI]

Proceedings of the Encyclopedia of GIS., 2017

Classification of Passes in Football Matches Using Spatiotemporal Data.

[BibT_eX]

[DOI]

ACM Trans. Spatial Algorithms Syst., 2017

App Miscategorization Detection: A Case Study on Google Play.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2017

Effective Urban Structure Inference from Traffic Flow Dynamics.

[BibT_eX]

[DOI]

Javier Borge-Holthoefer

IEEE Trans. Big Data, 2017

Lagrangian relaxations for multiple network alignment.

[BibT_eX]

[DOI]

Eric Malmi

Aristides Gionis

Data Min. Knowl. Discov., 2017

SPARK: Static Program Analysis Reasoning and Retrieving Knowledge.

[BibT_eX]

[DOI]

Wasuwee Sodsong

Bernhard Scholz

CoRR, 2017

Kharita: Robust Map Inference using Graph Spanners.

[BibT_eX]

[DOI]

Rade Stanojevic

Sofiane Abbar

Fethi Filali

Ahid Aleimat

CoRR, 2017

On the Role of Political Affiliation in Human Perception The Case of Delhi OddEven Experiment.

[BibT_eX]

[DOI]

Proceedings of the Social Informatics, 2017

A Cost-based Optimizer for Gradient Descent Optimization.

[BibT_eX]

[DOI]

Divy Agrawal

Proceedings of the 2017 ACM International Conference on Management of Data, 2017

Robust, Deep and Inductive Anomaly Detection.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2017

COP: Planning Conflicts for Faster Parallel Transactional Machine Learning.

[BibT_eX]

[DOI]

Proceedings of the 20th International Conference on Extending Database Technology, 2017

Nazr-CNN: Fine-Grained Classification of UAV Imagery for Damage Assessment.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Data Science and Advanced Analytics, 2017

2016

A Bayesian Perspective on Early Stage Event Prediction in Longitudinal Data.

[BibT_eX]

[DOI]

Mahtab Jahanbani Fard

Ping Wang

Chandan K. Reddy

IEEE Trans. Knowl. Data Eng., 2016

Backbone discovery in traffic networks.

[BibT_eX]

[DOI]

Int. J. Data Sci. Anal., 2016

Stochastic Optimization Techniques for Quantification Performance Measures.

[BibT_eX]

[DOI]

Shuai Li

Harikrishna Narasimhan

Purushottam Kar

Fabrizio Sebastiani

CoRR, 2016

Scalable Constrained Clustering: A Generalized Spectral Method.

[BibT_eX]

[DOI]

CoRR, 2016

Nazr-CNN: Object Detection and Fine-Grained Classification in Crowdsourced UAV Images.

[BibT_eX]

[DOI]

CoRR, 2016

Rheem: Enabling Multi-Platform Task Execution.

[BibT_eX]

[DOI]

Nan Tang

Mohammed J. Zaki

Proceedings of the 2016 International Conference on Management of Data, 2016

Incremental Commute Time Using Random Walks and Online Anomaly Detection.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2016

Early-Stage Event Prediction for Longitudinal Data.

[BibT_eX]

[DOI]

Mahtab Jahanbani Fard

Chandan K. Reddy

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2016

Discovering the Network Backbone from Traffic Activity Data.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2016

Online Optimization Methods for the Quantification Problem.

[BibT_eX]

[DOI]

Purushottam Kar

Shuai Li

Harikrishna Narasimhan

Fabrizio Sebastiani

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

A Robust Framework for Classifying Evolving Document Streams in an Expert-Machine-Crowd Setting.

[BibT_eX]

[DOI]

Muhammad Imran

Carlos Castillo

Proceedings of the IEEE 16th International Conference on Data Mining, 2016

Road to Freedom in Big Data Analytics.

[BibT_eX]

[DOI]

Nan Tang

Mohammed J. Zaki

Proceedings of the 19th International Conference on Extending Database Technology, 2016

Simple and Scalable Constrained Clustering: a Generalized Spectral Method.

[BibT_eX]

[DOI]

Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, 2016

2015

A scalable approach to spectral clustering with SDD solvers.

[BibT_eX]

[DOI]

J. Intell. Inf. Syst., 2015

Eigenvector dynamics under perturbation of modular networks.

[BibT_eX]

[DOI]

CoRR, 2015

Parameter Database : Data-centric Synchronization for Scalable Machine Learning.

[BibT_eX]

[DOI]

CoRR, 2015

Cross-Modal Retrieval: A Pairwise Classification Approach.

[BibT_eX]

[DOI]

Proceedings of the 2015 SIAM International Conference on Data Mining, Vancouver, BC, Canada, April 30, 2015

Automated Classification of Passing in Football.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2015

Efficient Thompson Sampling for Online Matrix-Factorization Recommendation.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015

Social Media Anomaly Detection: Challenges and Solutions.

[BibT_eX]

[DOI]

Yan Liu

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

The Big Data Landscape: Hurdles and Opportunities.

[BibT_eX]

[DOI]

Divyakant Agrawal

Proceedings of the Databases in Networked Information Systems, 2015

2014

Detection of Spatiotemporal Outlier Events in Social Networks.

[BibT_eX]

[DOI]

Encyclopedia of Social Network Analysis and Mining, 2014

Resilience of human brain functional coactivation networks under thresholding.

[BibT_eX]

[DOI]

Somwrita Sarkar

Hanley Weng

CoRR, 2014

Integer Programming Relaxations for Integrated Clustering and Outlier Detection.

[BibT_eX]

[DOI]

CoRR, 2014

Network Traffic Decomposition for Anomaly Detection.

[BibT_eX]

[DOI]

Tahereh Babaie

Sebastien Ardon

CoRR, 2014

ProfileGuard: Privacy Preserving Obfuscation for Mobile User Profiles.

[BibT_eX]

[DOI]

Proceedings of the 13th Workshop on Privacy in the Electronic Society, 2014

The Effect of Outliers in the Design of Data Gathering Tours.

[BibT_eX]

[DOI]

Khaled Almiani

Anastasios Viglas

Proceedings of the Sixth International Symposium on Parallel Architectures, 2014

On Integrated Clustering and Outlier Detection.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 27: Annual Conference on Neural Information Processing Systems 2014, 2014

Sleep analytics and online selective anomaly detection.

[BibT_eX]

[DOI]

Tahereh Babaie

Romesh G. Abeysuriya

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

On Sparse Feature Attacks in Adversarial Learning.

[BibT_eX]

[DOI]

Fei Wang

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

A unified approach to network anomaly detection.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE International Conference on Big Data (IEEE BigData 2014), 2014

Application of network analysis on healthcare.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, 2014

2013

On detection of emerging anomalous traffic patterns using GPS data.

[BibT_eX]

[DOI]

Data Knowl. Eng., 2013

Feature Graph Architectures.

[BibT_eX]

[DOI]

Richard Davis

Philip H. W. Leong

CoRR, 2013

k-means-: A Unified Approach to Clustering and Outlier Detection.

[BibT_eX]

[DOI]

Aristides Gionis

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

Mining Outlier Participants: Insights Using Directional Distributions in Latent Models.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2013

Ensemble-Based Wrapper Methods for Feature Selection and Class Imbalance Learning.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2013

Tikhonov or Lasso Regularization: Which Is Better and When.

[BibT_eX]

[DOI]

Fei Wang

Proceedings of the 25th IEEE International Conference on Tools with Artificial Intelligence, 2013

On the Statistical Consistency of Algorithms for Binary Classification under Class Imbalance.

[BibT_eX]

[DOI]

Harikrishna Narasimhan

Shivani Agarwal

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

A Scalable Approach for LRT Computation in GPGPU Environments.

[BibT_eX]

[DOI]

Proceedings of the Web Technologies and Applications - 15th Asia-Pacific Web Conference, 2013

A Causal Approach for Mining Interesting Anomalies.

[BibT_eX]

[DOI]

Sakshi Babbar

Proceedings of the Advances in Artificial Intelligence, 2013

2012

Density-preserving projections for large-scale local anomaly detection.

[BibT_eX]

[DOI]

Timothy de Vries

Michael E. Houle

Knowl. Inf. Syst., 2012

Mining Causal Outliers Using Gaussian Bayesian Networks.

[BibT_eX]

[DOI]

Sakshi Babbar

Proceedings of the IEEE 24th International Conference on Tools with Artificial Intelligence, 2012

Inferring the Root Cause in Road Traffic Anomalies.

[BibT_eX]

[DOI]

Yu Zheng

Jiafeng Hu

Proceedings of the 12th IEEE International Conference on Data Mining, 2012

Prediction of extubation readiness in extreme preterm infants based on measures of cardiorespiratory variability.

[BibT_eX]

[DOI]

Doina Precup

Carlos A. Robles-Rubio

Guilherme M. Sant'Anna

Robert E. Kearney

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

Large Scale Spectral Clustering Using Resistance Distance and Spielman-Teng Solvers.

[BibT_eX]

[DOI]

Proceedings of the Discovery Science - 15th International Conference, 2012

An Efficient Adversarial Learning Strategy for Constructing Robust Classification Boundaries.

[BibT_eX]

[DOI]

Kotagiri Ramamohanarao

Proceedings of the AI 2012: Advances in Artificial Intelligence, 2012

2011

Robust Record Linkage Blocking Using Suffix Arrays and Bloom Filters.

[BibT_eX]

[DOI]

ACM Trans. Knowl. Discov. Data, 2011

Large Scale Spectral Clustering Using Approximate Commute Time Embedding

[BibT_eX]

[DOI]

CoRR, 2011

An index for regular expression queries: Design and implementation

[BibT_eX]

[DOI]

Dominic Tsang

CoRR, 2011

Online Anomaly Detection Systems Using Incremental Commute Time

[BibT_eX]

[DOI]

CoRR, 2011

A Quadratic Mean based Supervised Learning Model for Managing Data Skewness.

[BibT_eX]

[DOI]

Proceedings of the Eleventh SIAM International Conference on Data Mining, 2011

Class Confidence Weighted <i>k</i>NN Algorithms for Imbalanced Data Sets.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2011

Discovering spatio-temporal causal interactions in traffic data streams.

[BibT_eX]

[DOI]

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

A robust index for regular expression queries.

[BibT_eX]

[DOI]

Dominic Tsang

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

On Mining Anomalous Patterns in Road Traffic Streams.

[BibT_eX]

[DOI]

Proceedings of the Advanced Data Mining and Applications - 7th International Conference, 2011

2010

Mining adversarial patterns via regularized loss minimization.

[BibT_eX]

[DOI]

Mach. Learn., 2010

Feature Selection, Association Rules Network and Theory Building.

[BibT_eX]

[DOI]

Proceedings of the Fourth International Workshop on Feature Selection in Data Mining, 2010

Outlier detection special issue.

[BibT_eX]

[DOI]

David J. Hand

Vasant Dhar

Data Min. Knowl. Discov., 2010

Angle Tree: Nearest Neighbor Search in High Dimensions with Low Intrinsic Dimensionality

[BibT_eX]

[DOI]

Ilia Zvedeniouk

CoRR, 2010

A Robust Decision Tree Algorithm for Imbalanced Data Sets.

[BibT_eX]

[DOI]

Proceedings of the SIAM International Conference on Data Mining, 2010

Robust Outlier Detection Using Commute Time and Eigenspace Embedding.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2010

Finding Local Anomalies in Very High Dimensional Space.

[BibT_eX]

[DOI]

Timothy de Vries

Michael E. Houle

Proceedings of the ICDM 2010, 2010

Network Anomaly Detection Using a Commute Distance Based Approach.

[BibT_eX]

[DOI]

Proceedings of the ICDMW 2010, 2010

On Bayesian Network and Outlier Detection.

[BibT_eX]

[DOI]

Sakshi Babbar

Proceedings of the 16th International Conference on Management of Data, 2010

2009

Association Rules Network: Definition and Applications.

[BibT_eX]

[DOI]

Stat. Anal. Data Min., 2009

A Game Theoretical Model for Adversarial Learning.

[BibT_eX]

[DOI]

Proceedings of the ICDM Workshops 2009, 2009

Robust record linkage blocking using suffix arrays.

[BibT_eX]

[DOI]

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

SparseDTW: A Novel Approach to Speed up Dynamic Time Warping.

[BibT_eX]

[DOI]

Ghazi Al-Naymat

Javid Taheri

Proceedings of the Eighth Australasian Data Mining Conference, AusDM 2009, Melbourne, 2009

2008

Patterns, Complex.

[BibT_eX]

[DOI]

Proceedings of the Encyclopedia of GIS., 2008

Mining spatio-temporal patterns in object mobility databases.

[BibT_eX]

[DOI]

Data Min. Knowl. Discov., 2008

Spatio-temporal Outlier Detection in Precipitation Data.

[BibT_eX]

[DOI]

Elizabeth Wu

Proceedings of the Knowledge Discovery from Sensor Data, 2008

Disk-Based Sampling for Outlier Detection in High Dimensional Data.

[BibT_eX]

[DOI]

Proceedings of the 14th International Conference on Management of Data, 2008

2007

High Confidence Rule Mining for Microarray Analysis.

[BibT_eX]

[DOI]

Tara McIntosh

IEEE ACM Trans. Comput. Biol. Bioinform., 2007

An incremental data-stream sketch using sparse random projections.

[BibT_eX]

[DOI]

Proceedings of the Seventh SIAM International Conference on Data Mining, 2007

Dimensionality reduction for long duration and complex spatio-temporal queries.

[BibT_eX]

[DOI]

Ghazi Al-Naymat

Joachim Gudmundsson

Proceedings of the 2007 ACM Symposium on Applied Computing (SAC), 2007

Spatio-Temporal Analysis of the Relationship between South American Precipitation Extremes and the El Niño Southern Oscillation.

[BibT_eX]

[DOI]

Elizabeth Wu

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

Using Significant, Positively Associated and Relatively Class Correlated Rules for Associative Classification of Imbalanced Datasets.

[BibT_eX]

[DOI]

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

2006

SLOM: a new measure for local spatial outliers.

[BibT_eX]

[DOI]

Knowl. Inf. Syst., 2006

Mining for Outliers in Sequential Databases.

[BibT_eX]

[DOI]

Proceedings of the Sixth SIAM International Conference on Data Mining, 2006

CCCS: a top-down associative classifier for imbalanced class distribution.

[BibT_eX]

[DOI]

Proceedings of the Twelfth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2006

Geometrically Inspired Itemset Mining.

[BibT_eX]

[DOI]

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

Mining Spatio-temporal Association Rules, Sources, Sinks, Stationary Regions and Thoroughfares in Object Mobility Databases.

[BibT_eX]

[DOI]

Proceedings of the Database Systems for Advanced Applications, 2006

2005

Striking Two Birds With One Stone: Simultaneous Mining of Positive and Negative Spatial Patterns.

[BibT_eX]

[DOI]

Proceedings of the 2005 SIAM International Conference on Data Mining, 2005

Conditional Random Fields for Transmembrane Helix Prediction.

[BibT_eX]

[DOI]

Lior Lukov

W. Bret Church

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2005

On discovery of maximal confident rules without support pruning in microarray data.

[BibT_eX]

[DOI]

Tara McIntosh

Proceedings of the 5th international workshop on Bioinformatics, 2005

A Hill-Climbing Landmarker Generation Algorithm Based on Efficiency and Correlativity Criteria.

[BibT_eX]

[DOI]

Proceedings of the Eighteenth International Florida Artificial Intelligence Research Society Conference, 2005

Sequential Pattern Mining with Constraints on Large Protein Databases.

[BibT_eX]

[DOI]

Joshua Ho

Lior Lukov

Proceedings of the Advances in Data Management 2005, 2005

2004

A new landmarker generation algorithm based on correlativity.

[BibT_eX]

[DOI]

Proceedings of the 2004 International Conference on Machine Learning and Applications, 2004

On Local Spatial Outliers.

[BibT_eX]

[DOI]

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

On Local Pruning of Association Rules Using Directed Hypergraphs.

[BibT_eX]

[DOI]

Joseph G. Davis

Gaurav Pandey

Proceedings of the 20th International Conference on Data Engineering, 2004

Comparisons between Heuristics Based on Correlativity and Efficiency for Landmarker Generation.

[BibT_eX]

[DOI]

Proceedings of the 4th International Conference on Hybrid Intelligent Systems (HIS 2004), 2004

Mining Complex Relationships in the SDSS SkyServer Spatial Database.

[BibT_eX]

[DOI]

Proceedings of the 28th International Computer Software and Applications Conference (COMPSAC 2004), 2004

A Landmarker Selection Algorithm Based on Correlation and Efficiency Criteria.

[BibT_eX]

[DOI]

Proceedings of the AI 2004: Advances in Artificial Intelligence, 2004

2003

Object-Based Directional Query Processing in Spatial Databases.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2003

Mining Open Source Software (OSS) Data Using Association Rules Network.

[BibT_eX]

[DOI]

Joseph G. Davis

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

Complex Spatial Relationships.

[BibT_eX]

[DOI]

Robert Munro

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

Spatial databases - a tour.

[BibT_eX]

Prentice Hall, ISBN: 978-0-13-017480-2, 2003

2002

Spatial contextual classification and prediction models for mining geospatial data.

[BibT_eX]

[DOI]

IEEE Trans. Multim., 2002

Efficient Join-Index-Based Spatial-Join Processing: A Clustering Approach.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2002

A Comparison of Markov Random Field and Spatial Regression Models for Mining Geospatial Data.

[BibT_eX]

Weili Wu

Proceedings of the 6th Joint Conference on Information Science, 2002

2001

Maintaining Spatial Constraints Using a Dimension Graph Approach.

[BibT_eX]

[DOI]

Int. J. Artif. Intell. Tools, 2001

Modeling Spatial Dependencies for Mining Geospatial Data.

[BibT_eX]

[DOI]

Proceedings of the First SIAM International Conference on Data Mining, 2001

2000

Predicting Locations Using Map Similarity(PLUMS): A Framework for Spatial Data Mining.

[BibT_eX]

Proceedings of the International Workshop on Multimedia Data Mining, 2000

Consistency checking for Euclidean spatial constraints: a dimension graph approach.

[BibT_eX]

[DOI]

Proceedings of the 12th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2000), 2000

Processing object-oientation-based direction queries: a summary of results.

[BibT_eX]

[DOI]

Proceedings of the ACM-GIS 2000, 2000

Extending Data Mining for Spatial Applications: A Case Study in Predicting Nest Locations.

[BibT_eX]

Proceedings of the 2000 ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery, 2000

1999

Spatial Databases - Accomplishments and Research Needs.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 1999

An Object Model of Direction and Its Implications.

[BibT_eX]

[DOI]