Yonggang Wen

Orcid: 0000-0002-2751-5114

Affiliations:
  • Nanyang Technological University, Singapore
  • Massachusetts Institute of Technology, Cambridge, MA, USA (PhD 2008)


According to our database1, Yonggang Wen authored at least 349 papers between 2003 and 2024.

Collaborative distances:

Awards

IEEE Fellow

IEEE Fellow 2020, "for contributions to cloud systems for multimedia signal processing and communications".

Timeline

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Bibliography

2024
UniSched: A Unified Scheduler for Deep Learning Training Jobs With Different User Demands.
IEEE Trans. Computers, June, 2024

Deep Learning Workload Scheduling in GPU Datacenters: A Survey.
ACM Comput. Surv., June, 2024

Web3 Metaverse: State-of-the-Art and Vision.
ACM Trans. Multim. Comput. Commun. Appl., April, 2024

Not All Instances Contribute Equally: Instance-Adaptive Class Representation Learning for Few-Shot Visual Recognition.
IEEE Trans. Neural Networks Learn. Syst., April, 2024

Green Data Center Cooling Control via Physics-guided Safe Reinforcement Learning.
ACM Trans. Cyber Phys. Syst., April, 2024

Data Center Sustainability: Revisits and Outlooks.
IEEE Trans. Sustain. Comput., 2024

Exploring the Practicality of Differentially Private Federated Learning: A Local Iteration Tuning Approach.
IEEE Trans. Dependable Secur. Comput., 2024

ADEM-VL: Adaptive and Embedded Fusion for Efficient Vision-Language Tuning.
CoRR, 2024

Generative AI in Data Center Networking: Fundamentals, Perspectives, and Case Study.
CoRR, 2024

Efficient Training of Large Language Models on Distributed Infrastructures: A Survey.
CoRR, 2024

TorchGT: A Holistic System for Large-scale Graph Transformer Training.
CoRR, 2024

LoongTrain: Efficient Training of Long-Sequence LLMs with Head-Context Parallelism.
CoRR, 2024

Federated Learning with Only Positive Labels by Exploring Label Correlations.
CoRR, 2024

InternEvo: Efficient Long-sequence Large Language Model Training via Hybrid Parallelism and Redundant Sharding.
CoRR, 2024

FedDSE: Distribution-aware Sub-model Extraction for Federated Learning over Resource-constrained Devices.
Proceedings of the ACM on Web Conference 2024, 2024

Characterization of Large Language Model Development in the Datacenter.
Proceedings of the 21st USENIX Symposium on Networked Systems Design and Implementation, 2024

Lins: Reducing Communication Overhead of ZeRO for Efficient LLM Training.
Proceedings of the 32nd IEEE/ACM International Symposium on Quality of Service, 2024

Joint Input and Output Coordination for Class-Incremental Learning.
Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, 2024

Ymir: A Scheduler for Foundation Model Fine-tuning Workloads in Datacenters.
Proceedings of the 38th ACM International Conference on Supercomputing, 2024

AutoSched: An Adaptive Self-configured Framework for Scheduling Deep Learning Training Workloads.
Proceedings of the 38th ACM International Conference on Supercomputing, 2024

Confronting Reward Overoptimization for Diffusion Models: A Perspective of Inductive and Primacy Biases.
Proceedings of the Forty-first International Conference on Machine Learning, 2024

Sylvie: 3D-Adaptive and Universal System for Large-Scale Graph Neural Network Training.
Proceedings of the 40th IEEE International Conference on Data Engineering, 2024

2023
Distributed Energy Trading and Scheduling Among Microgrids via Multiagent Reinforcement Learning.
IEEE Trans. Neural Networks Learn. Syst., December, 2023

Toward Data Center Digital Twins via Knowledge-based Model Calibration and Reduction.
ACM Trans. Model. Comput. Simul., October, 2023

Automatic Transformation Search Against Deep Leakage From Gradients.
IEEE Trans. Pattern Anal. Mach. Intell., September, 2023

Region-adaptive Concept Aggregation for Few-shot Visual Recognition.
Mach. Intell. Res., August, 2023

A Review on Generative Adversarial Networks: Algorithms, Theory, and Applications.
IEEE Trans. Knowl. Data Eng., April, 2023

Optimizing Performance of Federated Person Re-identification: Benchmarking and Analysis.
ACM Trans. Multim. Comput. Commun. Appl., February, 2023

Optimizing Data Center Energy Efficiency via Event-Driven Deep Reinforcement Learning.
IEEE Trans. Serv. Comput., 2023

Optimizing Energy Efficiency for Data Center via Parameterized Deep Reinforcement Learning.
IEEE Trans. Serv. Comput., 2023

Two-Stream Prototype Learning Network for Few-Shot Face Recognition Under Occlusions.
IEEE Trans. Multim., 2023

Editorial.
IEEE Trans. Multim., 2023

Learning Relation Prototype From Unlabeled Texts for Long-Tail Relation Extraction.
IEEE Trans. Knowl. Data Eng., 2023

AMSP: Super-Scaling LLM Training via Advanced Model States Partitioning.
CoRR, 2023

PartSeg: Few-shot Part Segmentation via Part-aware Prompt Learning.
CoRR, 2023

FHA-Kitchens: A Novel Dataset for Fine-Grained Hand Action Recognition in Kitchen Scenes.
CoRR, 2023

Boosting Distributed Full-graph GNN Training with Asynchronous One-bit Communication.
CoRR, 2023

ChatTwin: Toward Automated Digital Twin Generation for Data Center via Large Language Models.
Proceedings of the 10th ACM International Conference on Systems for Energy-Efficient Buildings, 2023

Hydro: Surrogate-Based Hyperparameter Tuning Service in Datacenters.
Proceedings of the 17th USENIX Symposium on Operating Systems Design and Implementation, 2023

Rethinking the Localization in Weakly Supervised Object Localization.
Proceedings of the 31st ACM International Conference on Multimedia, 2023

Enhancing Portfolio Performance with Crypto Tokens: a Correlation Network Analysis.
Proceedings of the 43rd IEEE International Conference on Distributed Computing Systems, 2023

MAS: Towards Resource-Efficient Federated Multiple-Task Learning.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

Phyllis: Physics-Informed Lifelong Reinforcement Learning for Data Center Cooling Control.
Proceedings of the 14th ACM International Conference on Future Energy Systems, 2023

Toward Model-Assisted Safe Reinforcement Learning for Data Center Cooling Control: A Lyapunov-based Approach.
Proceedings of the 14th ACM International Conference on Future Energy Systems, 2023

Lucid: A Non-intrusive, Scalable and Interpretable Scheduler for Deep Learning Training Jobs.
Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, 2023

Discriminative Reasoning with Sparse Event Representation for Document-level Event-Event Relation Extraction.
Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2023

FedABC: Targeting Fair Competition in Personalized Federated Learning.
Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022
GradientFlow: Optimizing Network Performance for Large-Scale Distributed DNN Training.
IEEE Trans. Big Data, 2022

EasyFL: A Low-Code Federated Learning Platform for Dummies.
IEEE Internet Things J., 2022

FogChain: A Blockchain-Based Peer-to-Peer Solar Power Trading System Powered by Fog AI.
IEEE Internet Things J., 2022

Toward Efficient Language Model Pretraining and Downstream Adaptation via Self-Evolution: A Case Study on SuperGLUE.
CoRR, 2022

Machine Learning for a Sustainable Energy Future.
CoRR, 2022

Smart Multi-tenant Federated Learning.
CoRR, 2022

Deep Learning Workload Scheduling in GPU Datacenters: Taxonomy, Challenges and Vision.
CoRR, 2022

Toward a Systematic Survey for Carbon Neutral Data Centers.
IEEE Commun. Surv. Tutorials, 2022

Primo: Practical Learning-Augmented Systems with Interpretable Models.
Proceedings of the 2022 USENIX Annual Technical Conference, 2022

Optimizing Data Centre Energy Efficiency via Event Driven Deep Reinforcement Learning.
Proceedings of the IEEE World Congress on Services, 2022

Reducio: model reduction for data center predictive digital twins via physics-guided machine learning.
Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, 2022

Nonlinear Multi-Model Reuse.
Proceedings of the 24th IEEE International Workshop on Multimedia Signal Processing, 2022

Optimizing Federated Unsupervised Person Re-identification via Camera-aware Clustering.
Proceedings of the 24th IEEE International Workshop on Multimedia Signal Processing, 2022

Federated Unsupervised Domain Adaptation for Face Recognition.
Proceedings of the IEEE International Conference on Multimedia and Expo, 2022

Divergence-aware Federated Self-Supervised Learning.
Proceedings of the Tenth International Conference on Learning Representations, 2022

Toward Physics-Guided Safe Deep Reinforcement Learning for Green Data Center Cooling Control.
Proceedings of the 13th ACM/IEEE International Conference on Cyber-Physical Systems, 2022

Titan: a scheduler for foundation model fine-tuning workloads.
Proceedings of the 13th Symposium on Cloud Computing, SoCC 2022, 2022

CycleResume: A Cycle Learning Framework with Hybrid Attention for Fine-Grained Talent-Job Fit.
Proceedings of the Artificial Intelligence - Second CAAI International Conference, 2022

2021
Deep Reinforcement Learning for Tropical Air Free-cooled Data Center Control.
ACM Trans. Sens. Networks, 2021

Intelligent Trainer for Dyna-Style Model-Based Deep Reinforcement Learning.
IEEE Trans. Neural Networks Learn. Syst., 2021

Joint Deep Multi-View Learning for Image Clustering.
IEEE Trans. Knowl. Data Eng., 2021

Cost Optimal Data Center Servers: A Voltage Scaling Approach.
IEEE Trans. Cloud Comput., 2021

Joint IT-Facility Optimization for Green Data Centers via Deep Reinforcement Learning.
IEEE Netw., 2021

Toward a Wearable Crowdsource System to Monitor Respiratory Symptoms for Pandemic Early Warning.
IEEE Netw., 2021

Demystifying Thermal Comfort in Smart Buildings: An Interpretable Machine Learning Approach.
IEEE Internet Things J., 2021

Toward Intelligent Multizone Thermal Control With Multiagent Deep Reinforcement Learning.
IEEE Internet Things J., 2021

Video transcoding for adaptive bitrate streaming over edge-cloud continuum.
Digit. Commun. Networks, 2021

Carbon Neutrality in Data Center.
CoRR, 2021

ModelCI-e: Enabling Continual Learning in Deep Learning Serving Systems.
CoRR, 2021

ModelPS: An Interactive and Collaborative Platform for Editing Pre-trained Models at Scale.
CoRR, 2021

Towards Unsupervised Domain Adaptation for Deep Face Recognition under Privacy Constraints via Federated Learning.
CoRR, 2021

A Serverless Cloud-Fog Platform for DNN-Based Video Analytics with Incremental Learning.
CoRR, 2021

On the Practicality of Differential Privacy in Federated Learning by Tuning Iteration Times.
CoRR, 2021

Toward explainable and interpretable building energy modelling: an explainable artificial intelligence approach.
Proceedings of the BuildSys '21: The 8th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, Coimbra, Portugal, November 17, 2021

Characterization and prediction of deep learning workloads in large-scale GPU datacenters.
Proceedings of the International Conference for High Performance Computing, 2021

Joint Optimization in Edge-Cloud Continuum for Federated Unsupervised Person Re-identification.
Proceedings of the MM '21: ACM Multimedia Conference, Virtual Event, China, October 20, 2021

Exploring Sequence Feature Alignment for Domain Adaptive Detection Transformers.
Proceedings of the MM '21: ACM Multimedia Conference, Virtual Event, China, October 20, 2021

Missing Data Imputation for Solar Yield Prediction using Temporal Multi-Modal Variational Auto-Encoder.
Proceedings of the MM '21: ACM Multimedia Conference, Virtual Event, China, October 20, 2021

Data-Free Ensemble Knowledge Distillation for Privacy-conscious Multimedia Model Compression.
Proceedings of the MM '21: ACM Multimedia Conference, Virtual Event, China, October 20, 2021

Collaborative Unsupervised Visual Representation Learning from Decentralized Data.
Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

Towards Cost-Optimal Energy Procurement for Cooling as a Service: A Data-Driven Approach.
Proceedings of the IEEE Global Communications Conference, 2021

Privacy-Preserving Collaborative Learning With Automatic Transformation Search.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021

Chronus: A Novel Deadline-aware Scheduler for Deep Learning Training Jobs.
Proceedings of the SoCC '21: ACM Symposium on Cloud Computing, 2021

Are Missing Links Predictable? An Inferential Benchmark for Knowledge Graph Completion.
Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, 2021

2020
When Wireless Video Streaming Meets AI: A Deep Learning Approach.
IEEE Wirel. Commun., 2020

Electricity Cost Minimization for Interruptible Workload in Datacenter Servers.
IEEE Trans. Serv. Comput., 2020

Coordinating Workload Scheduling of Geo-Distributed Data Centers and Electricity Generation of Smart Grid.
IEEE Trans. Serv. Comput., 2020

Efficient Compute-Intensive Job Allocation in Data Centers via Deep Reinforcement Learning.
IEEE Trans. Parallel Distributed Syst., 2020

DeepQoE: A Multimodal Learning Framework for Video Quality of Experience (QoE) Prediction.
IEEE Trans. Multim., 2020

Transforming Cooling Optimization for Green Data Center via Deep Reinforcement Learning.
IEEE Trans. Cybern., 2020

GraphMP: I/O-Efficient Big Graph Analytics on a Single Commodity Machine.
IEEE Trans. Big Data, 2020

Guest Editorial Special Issue on Advances in Artificial Intelligence and Machine Learning for Networking.
IEEE J. Sel. Areas Commun., 2020

Transforming Device Fingerprinting for Wireless Security via Online Multitask Metric Learning.
IEEE Internet Things J., 2020

DeepComfort: Energy-Efficient Thermal Comfort Control in Buildings Via Reinforcement Learning.
IEEE Internet Things J., 2020

Deep neural networks for emerging multimedia computing and applications.
Neurocomputing, 2020

No more 996: Understanding Deep Learning Inference Serving with an Automatic Benchmarking System.
CoRR, 2020

Distributed Energy Trading and Scheduling among Microgrids via Multiagent Reinforcement Learning.
CoRR, 2020

Toward Automated Calibration of Data Center Digital Twins: A Neural Surrogate Approach.
CoRR, 2020

xTML: A Unified Heterogeneous Transfer Metric Learning Framework for Multimedia Applications [Application Notes].
IEEE Comput. Intell. Mag., 2020

Kalibre: Knowledge-based Neural Surrogate Model Calibration for Data Center Digital Twins.
Proceedings of the BuildSys '20: The 7th ACM International Conference on Systems for Energy-Efficient Buildings, 2020

Real-Time Cooling Power Attribution for Co-Located Data Center Rooms with Distinct Temperatures.
Proceedings of the BuildSys '20: The 7th ACM International Conference on Systems for Energy-Efficient Buildings, 2020

An Urban Tropical Thermal Comfort Dataset for Smart Buildings.
Proceedings of the BuildSys '20: The 7th ACM International Conference on Systems for Energy-Efficient Buildings, 2020

Performance Optimization of Federated Person Re-identification via Benchmark Analysis.
Proceedings of the MM '20: The 28th ACM International Conference on Multimedia, 2020

MLModelCI: An Automatic Cloud Platform for Efficient MLaaS.
Proceedings of the MM '20: The 28th ACM International Conference on Multimedia, 2020

Hysia: Serving DNN-Based Video-to-Retail Applications in Cloud.
Proceedings of the MM '20: The 28th ACM International Conference on Multimedia, 2020

Look, Read and Feel: Benchmarking Ads Understanding with Multimodal Multitask Learning.
Proceedings of the MM '20: The 28th ACM International Conference on Multimedia, 2020

Semi-supervised Online Multi-Task Metric Learning for Visual Recognition and Retrieval.
Proceedings of the MM '20: The 28th ACM International Conference on Multimedia, 2020

Deep Heterogeneous Multi-Task Metric Learning for Visual Recognition and Retrieval.
Proceedings of the MM '20: The 28th ACM International Conference on Multimedia, 2020

2019
Scalable Architectures for Big Data Analysis.
Proceedings of the Encyclopedia of Big Data Technologies., 2019

Orchestrating Caching, Transcoding and Request Routing for Adaptive Video Streaming Over ICN.
ACM Trans. Multim. Comput. Commun. Appl., 2019

Dynamic Priority-Based Resource Provisioning for Video Transcoding With Heterogeneous QoS.
IEEE Trans. Circuits Syst. Video Technol., 2019

Transferring Knowledge Fragments for Learning Distance Metric from a Heterogeneous Domain.
IEEE Trans. Pattern Anal. Mach. Intell., 2019

Special Issue on Artificial Intelligence and Machine Learning for Networking and Communications.
IEEE J. Sel. Areas Commun., 2019

Thermal Comfort Modeling for Smart Buildings: A Fine-Grained Deep Learning Approach.
IEEE Internet Things J., 2019

Look, Read and Feel: Benchmarking Ads Understanding with Multimodal Multitask Learning.
CoRR, 2019

A Survey of Predictive Maintenance: Systems, Purposes and Approaches.
CoRR, 2019

Soft-ranking Label Encoding for Robust Facial Age Estimation.
CoRR, 2019

Baconian: A Unified Opensource Framework for Model-Based Reinforcement Learning.
CoRR, 2019

Heterogeneous Multi-task Metric Learning across Multiple Domains.
CoRR, 2019

Multi-view Vector-valued Manifold Regularization for Multi-label Image Classification.
CoRR, 2019

Optimizing Network Performance for Distributed DNN Training on GPU Clusters: ImageNet/AlexNet Training in 1.5 Minutes.
CoRR, 2019

Energy-Efficient Thermal Comfort Control in Smart Buildings via Deep Reinforcement Learning.
CoRR, 2019

A Survey on Consensus Mechanisms and Mining Strategy Management in Blockchain Networks.
IEEE Access, 2019

Virtual Storage-Based DSM With Error-Driven Prediction Modulation for Microgrids.
IEEE Access, 2019

Toward Intelligent Visual Sensing and Low-cost Analysis: A Collaborative Computing Approach.
Proceedings of the 2019 IEEE Visual Communications and Image Processing, 2019

Control of Air Free-Cooled Data Centers in Tropics via Deep Reinforcement Learning.
Proceedings of the 6th ACM International Conference on Systems for Energy-Efficient Buildings, 2019

Heterogeneous Transfer Learning for Thermal Comfort Modeling.
Proceedings of the 6th ACM International Conference on Systems for Energy-Efficient Buildings, 2019

QoE-Driven Mobile Streaming: A Location-Aware Approach.
Proceedings of the IEEE International Conference on Multimedia and Expo, 2019

Incorporating Category Taxonomy in Deep Reinforcement Learning Based Image Hashing.
Proceedings of the IEEE International Conference on Multimedia and Expo, 2019

Toward Efficient Compute-Intensive Job Allocation for Green Data Centers: A Deep Reinforcement Learning Approach.
Proceedings of the 39th IEEE International Conference on Distributed Computing Systems, 2019

DeepEE: Joint Optimization of Job Scheduling and Cooling Control for Data Center Energy Efficiency Using Deep Reinforcement Learning.
Proceedings of the 39th IEEE International Conference on Distributed Computing Systems, 2019

Optimization for HTTP Adaptive Video Streaming in UAV-Enabled Relaying System.
Proceedings of the 2019 IEEE International Conference on Communications, 2019

Content-Aware Personalised Rate Adaptation for Adaptive Streaming via Deep Video Analysis.
Proceedings of the 2019 IEEE International Conference on Communications, 2019

ResumeGAN: An Optimized Deep Representation Learning Framework for Talent-Job Fit via Adversarial Learning.
Proceedings of the 28th ACM International Conference on Information and Knowledge Management, 2019

2018
Energy Optimal Wireless Data Transmission for Wearable Devices: A Compression Approach.
IEEE Trans. Veh. Technol., 2018

Heterogeneous Multitask Metric Learning Across Multiple Domains.
IEEE Trans. Neural Networks Learn. Syst., 2018

Toward Rendering-Latency Reduction for Composable Web Services via Priority-Based Object Caching.
IEEE Trans. Multim., 2018

Optimizing Quality of Experience for Adaptive Bitrate Streaming via Viewer Interest Inference.
IEEE Trans. Multim., 2018

Toward Intelligent Product Retrieval for TV-to-Online (T2O) Application: A Transfer Metric Learning Approach.
IEEE Trans. Multim., 2018

Cost-Sensitive Feature Selection by Optimizing F-Measures.
IEEE Trans. Image Process., 2018

Towards Virus Scanning as a Service in Mobile Cloud Computing: Energy-Efficient Dispatching Policy Under N-Version Protection.
IEEE Trans. Emerg. Top. Comput., 2018

Can We Speculate Running Application With Server Power Consumption Trace?
IEEE Trans. Cybern., 2018

Budget-Efficient Viral Video Distribution Over Online Social Networks: Mining Topic-Aware Influential Users.
IEEE Trans. Circuits Syst. Video Technol., 2018

Toward Wi-Fi AP-Assisted Content Prefetching for an On-Demand TV Series: A Learning-Based Approach.
IEEE Trans. Circuits Syst. Video Technol., 2018

Energy-Efficient Task Execution for Application as a General Topology in Mobile Cloud Computing.
IEEE Trans. Cloud Comput., 2018

MetaFlow: A Scalable Metadata Lookup Service for Distributed File Systems in Data Centers.
IEEE Trans. Big Data, 2018

iTCM: Toward Learning-Based Thermal Comfort Modeling via Pervasive Sensing for Smart Buildings.
IEEE Internet Things J., 2018

Transfer Metric Learning: Algorithms, Applications and Outlooks.
CoRR, 2018

Intelligent Trainer for Model-Based Reinforcement Learning.
CoRR, 2018

A Survey on Consensus Mechanisms and Mining Management in Blockchain Networks.
CoRR, 2018

On Distributed Algorithms for Cost-Efficient Data Center Placement in Cloud Computing.
CoRR, 2018

Fast media caching for geo-distributed data centers.
Comput. Commun., 2018

How to Find a Perfect Data Scientist: A Distance-Metric Learning Approach.
IEEE Access, 2018

Online Heterogeneous Transfer Metric Learning.
Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, 2018

JALAD: Joint Accuracy-And Latency-Aware Deep Structure Decoupling for Edge-Cloud Execution.
Proceedings of the 24th IEEE International Conference on Parallel and Distributed Systems, 2018

Deepqoe: A Unified Framework for Learning to Predict Video QoE.
Proceedings of the 2018 IEEE International Conference on Multimedia and Expo, 2018

ResumeNet: A Learning-Based Framework for Automatic Resume Quality Assessment.
Proceedings of the IEEE International Conference on Data Mining, 2018

Speeding-Up Age Estimation in Intelligent Demographics System via Network Optimization.
Proceedings of the 2018 IEEE International Conference on Communications, 2018

Personalized Emotion-Aware Video Streaming for the Elderly.
Proceedings of the Social Computing and Social Media. Technologies and Analytics, 2018

2017
Resource Provisioning and Profit Maximization for Transcoding in Clouds: A Two-Timescale Approach.
IEEE Trans. Multim., 2017

Energy-Efficient Mobile Video Streaming: A Location-Aware Approach.
ACM Trans. Intell. Syst. Technol., 2017

Visual Classification of Furniture Styles.
ACM Trans. Intell. Syst. Technol., 2017

Cost-Optimized Microblog Distribution over Geo-Distributed Data Centers: Insights from Cross-Media Analysis.
ACM Trans. Intell. Syst. Technol., 2017

Facial Age Estimation With Age Difference.
IEEE Trans. Image Process., 2017

Guest Editorial Special Issue on Visual Computing in the Cloud: Mobile Computing.
IEEE Trans. Circuits Syst. Video Technol., 2017

Delay-Optimized File Retrieval under LT-Based Cloud Storage.
IEEE Trans. Cloud Comput., 2017

Energy consumption analysis of data stream processing: a benchmarking approach.
Softw. Pract. Exp., 2017

Editorial: Mobile Multimedia Communications.
Mob. Networks Appl., 2017

Spectrum Allocation and Bitrate Adjustment for Mobile Social Video Sharing: Potential Game With Online QoS Learning Approach.
IEEE J. Sel. Areas Commun., 2017

Public Cloud Storage-Assisted Mobile Social Video Sharing: A Supermodular Game Approach.
IEEE J. Sel. Areas Commun., 2017

Flexible Interconnection of Scalable Systems Integrated Using Optical Networks (FISSION) Data-Center - Concepts and Demonstration.
JOCN, 2017

Embracing social big data in wireless system design.
J. Commun. Inf. Networks, 2017

Guest Editorial Multimedia Communication in the Internet of Things.
IEEE Internet Things J., 2017

Toward Joint Compression-Transmission Optimization for Green Wearable Devices: An Energy-Delay Tradeoff.
IEEE Internet Things J., 2017

When Cloud Media Meet Network Function Virtualization: Challenges and Applications.
IEEE Multim., 2017

vCache: Supporting Cost-Efficient Adaptive Bitrate Streaming.
IEEE Multim., 2017

Towards Wi-Fi AP-Assisted Content Prefetching for On-Demand TV Series: A Reinforcement Learning Approach.
CoRR, 2017

A Survey on Data Center Networking (DCN): Infrastructure and Operations.
IEEE Commun. Surv. Tutorials, 2017

Resource Management in Cloud Networking Using Economic Analysis and Pricing Models: A Survey.
IEEE Commun. Surv. Tutorials, 2017

Mobile cloud computing with voltage scaling and data compression.
Proceedings of the 18th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2017

Towards Distributed Machine Learning in Shared Clusters: A Dynamically-Partitioned Approach.
Proceedings of the 2017 IEEE International Conference on Smart Computing, 2017

MUSA: Wi-Fi AP-assisted video prefetching via Tensor Learning.
Proceedings of the 25th IEEE/ACM International Symposium on Quality of Service, 2017

QDLCoding: QoS-differentiated low-cost video encoding scheme for online video service.
Proceedings of the 2017 IEEE Conference on Computer Communications, 2017

General Heterogeneous Transfer Distance Metric Learning via Knowledge Fragments Transfer.
Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017

Exploiting High-Order Information in Heterogeneous Multi-Task Feature Learning.
Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017

GraphMP: An Efficient Semi-External-Memory Big Graph Processing System on a Single Machine.
Proceedings of the 23rd IEEE International Conference on Parallel and Distributed Systems, 2017

Design Tradeoffs for Cloud-Based Ambient Assisted Living Systems.
Proceedings of the 2nd International Conference on Crowd Science and Engineering, 2017

GraphH: High Performance Big Graph Analytics in Small Clusters.
Proceedings of the 2017 IEEE International Conference on Cluster Computing, 2017

Cost-Sensitive Feature Selection via F-Measure Optimization Reduction.
Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017

2016
Rate-Adaptive Feedback With Bayesian Compressive Sensing in Multiuser MIMO Beamforming Systems.
IEEE Trans. Wirel. Commun., 2016

File Transfer Between Charging Stations Goes Infrastructureless: A Code-Delay Tradeoff.
IEEE Trans. Veh. Technol., 2016

FUN Coding: Design and Analysis.
IEEE/ACM Trans. Netw., 2016

Toward Cost-Efficient Content Placement in Media Cloud: Modeling and Analysis.
IEEE Trans. Multim., 2016

Towards Information Diffusion in Mobile Social Networks.
IEEE Trans. Mob. Comput., 2016

Large Margin Multi-Modal Multi-Task Feature Extraction for Image Classification.
IEEE Trans. Image Process., 2016

Joint Content Replication and Request Routing for Social Video Distribution Over Cloud CDN: A Community Clustering Method.
IEEE Trans. Circuits Syst. Video Technol., 2016

Introduction of New Associate Editors.
IEEE Trans. Circuits Syst. Video Technol., 2016

Big data meets multimedia analytics.
Signal Process., 2016

Multicolumn Bidirectional Long Short-Term Memory for Mobile Devices-Based Human Activity Recognition.
IEEE Internet Things J., 2016

Manifold regularized multi-view feature selection for social image annotation.
Neurocomputing, 2016

Power Series Classification: A Hybrid of LSTM and a Novel Advancing Dynamic Time Warping.
CoRR, 2016

Towards Joint Optimization Over ICT and Cooling Systems in Data Centre: A Survey.
IEEE Commun. Surv. Tutorials, 2016

Data Center Energy Consumption Modeling: A Survey.
IEEE Commun. Surv. Tutorials, 2016

Dynamic Resource Provisioning with QoS Guarantee for Video Transcoding in Online Video Sharing Service.
Proceedings of the 2016 ACM Conference on Multimedia Conference, 2016

Morph: A Fast and Scalable Cloud Transcoding System.
Proceedings of the 2016 ACM Conference on Multimedia Conference, 2016

Resource provisioning and profit maximization for transcoding in Information Centric Networking.
Proceedings of the IEEE Conference on Computer Communications Workshops, 2016

On Combining Side Information and Unlabeled Data for Heterogeneous Multi-Task Metric Learning.
Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, 2016

Balanced Hashing and Efficient GPU Sparse General Matrix-Matrix Multiplication.
Proceedings of the 2016 International Conference on Supercomputing, 2016

Timed Dataflow: Reducing Communication Overhead for Distributed Machine Learning Systems.
Proceedings of the 22nd IEEE International Conference on Parallel and Distributed Systems, 2016

Interference based virtual network embedding.
Proceedings of the 2016 IEEE International Conference on Communications, 2016

Towards cost-efficient workload scheduling for a Tango between geo-distributed data center and power grid.
Proceedings of the 2016 IEEE International Conference on Communications, 2016

Toward Effortless TV-to-Online (T2O) Experience: A Novel Metric Learning Approach.
Proceedings of the 2016 IEEE Global Communications Conference, 2016

Learning-based power prediction for data centre operations via deep neural networks.
Proceedings of the 5th International Workshop on Energy Efficient Data Centres, 2016

2015
Collaborative Task Execution in Mobile Cloud Computing Under a Stochastic Wireless Channel.
IEEE Trans. Wirel. Commun., 2015

Supporting Seamless Virtual Machine Migration via Named Data Networking in Cloud Data Center.
IEEE Trans. Parallel Distributed Syst., 2015

Algorithms and Applications for Community Detection in Weighted Networks.
IEEE Trans. Parallel Distributed Syst., 2015

How Much to Coordinate? Optimizing In-Network Caching in Content-Centric Networks.
IEEE Trans. Netw. Serv. Manag., 2015

Towards Cost-Efficient Video Transcoding in Media Cloud: Insights Learned From User Viewing Patterns.
IEEE Trans. Multim., 2015

Tensor Canonical Correlation Analysis for Multi-View Dimension Reduction.
IEEE Trans. Knowl. Data Eng., 2015

Optimal Transcoding and Caching for Adaptive Streaming in Media Cloud: an Analytical Approach.
IEEE Trans. Circuits Syst. Video Technol., 2015

Mobile cloud computing based privacy protection in location-based information survey applications.
Secur. Commun. Networks, 2015

Cloud radio access network (C-RAN): a primer.
IEEE Netw., 2015

Toward an SDN-enabled big data platform for social TV analytics.
IEEE Netw., 2015

SmartGW: Enabling Bandwidth-Efficient Group Watching in Cloud Social TV Systems.
Mob. Networks Appl., 2015

Improving Energy Efficiency for Mobile Media Cloud via Virtual Machine Consolidation.
Mob. Networks Appl., 2015

Preface.
J. Comput. Sci. Technol., 2015

Adaptive and scalable load balancing for metadata server cluster in cloud-scale file systems.
Frontiers Comput. Sci., 2015

A Survey on Software-Defined Networking.
IEEE Commun. Surv. Tutorials, 2015

Toward green data centers as an interruptible load for grid stabilization in Singapore.
IEEE Commun. Mag., 2015

Towards joint resource allocation and routing to optimize video distribution over future internet.
Proceedings of the 14th IFIP Networking Conference, 2015

Opportunities and Challenges of Global Network Cameras.
Proceedings of the 23rd Annual ACM Conference on Multimedia Conference, MM '15, Brisbane, Australia, October 26, 2015

Adaptive configuration of cloud video transcoding.
Proceedings of the 2015 IEEE International Symposium on Circuits and Systems, 2015

Reducing Vector I/O for Faster GPU Sparse Matrix-Vector Multiplication.
Proceedings of the 2015 IEEE International Parallel and Distributed Processing Symposium, 2015

Influence analysis for celebrities via microblog platform.
Proceedings of the 2015 IEEE International Conference on Digital Signal Processing, 2015

Towards a Private Fall Injury Warning Service for Smartphone-Distracted Pedestrian.
Proceedings of the 2015 International Conference on Cloud Computing Research and Innovation, 2015

StealthyCRM: A Secure Cloud CRM System Application that Supports Fully Homomorphic Database Encryption.
Proceedings of the 2015 International Conference on Cloud Computing Research and Innovation, 2015

Cloud-assisted collaborative execution for mobile applications with general task topology.
Proceedings of the 2015 IEEE International Conference on Communications, 2015

Cost-efficient and QoS-aware content management in media cloud: Implementation and evaluation.
Proceedings of the 2015 IEEE International Conference on Communications, 2015

Wearable computing going green: Energy-optimal data transmission for multi-sensor wearable devices.
Proceedings of the 10th International Conference on Communications and Networking in China, 2015

Manifold Regularized Transfer Distance Metric Learning.
Proceedings of the British Machine Vision Conference 2015, 2015

Fuelling Big Data Intelligence into Future Multimedia System: Reflection and Outlook.
Proceedings of the 2015 IEEE International Conference on Multimedia Big Data, BigMM 2015, 2015

Low-Rank Multi-View Learning in Matrix Completion for Multi-Label Image Classification.
Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015

2014
Toward Transcoding as a Service in a Multimedia Cloud: Energy-Efficient Job-Dispatching Algorithm.
IEEE Trans. Veh. Technol., 2014

Cloud Mobile Media: Reflections and Outlook.
IEEE Trans. Multim., 2014

Dynamic Request Redirection and Elastic Service Scaling in Cloud-Centric Media Networks.
IEEE Trans. Multim., 2014

Reducing Operational Costs in Cloud Social TV: An Opportunity for Cloud Cloning.
IEEE Trans. Multim., 2014

CBM: Online Strategies on Cost-Aware Buffer Management for Mobile Video Streaming.
IEEE Trans. Multim., 2014

μ DC<sup>2</sup>: unified data collection for data centers.
J. Supercomput., 2014

Distributed Wireless Video Scheduling With Delayed Control Information.
IEEE Trans. Circuits Syst. Video Technol., 2014

On the Cost-QoE Tradeoff for Cloud-Based Video Streaming Under Amazon EC2's Pricing Models.
IEEE Trans. Circuits Syst. Video Technol., 2014

Distributed Algorithm for Tree-Structured Data Aggregation Service Placement in Smart Grid.
IEEE Syst. J., 2014

Content Routing and Lookup Schemes Using Global Bloom Filter for Content-Delivery-as-a-Service.
IEEE Syst. J., 2014

Toward transcoding as a service: energy-efficient offloading policy for green mobile cloud.
IEEE Netw., 2014

Parking Backbone: Toward Efficient Overlay Routing in VANETs.
Int. J. Distributed Sens. Networks, 2014

Toward Multiscreen Social TV with Geolocation-Aware Social Sense.
IEEE Multim., 2014

Towards optimal noise distribution for privacy preserving in data aggregation.
Comput. Secur., 2014

A QoS-aware routing algorithm based on ant-cluster in wireless multimedia sensor networks.
Sci. China Inf. Sci., 2014

Toward Scalable Systems for Big Data Analytics: A Technology Tutorial.
IEEE Access, 2014

Energy-efficient dispatching policy for virus scanning as a service under N-version protection.
Proceedings of the Sixth International Conference on Wireless Communications and Signal Processing, 2014

Toward a biometric-aware cloud service engine for multi-screen video applications.
Proceedings of the ACM SIGCOMM 2014 Conference, 2014

Skeleton construction in mobile social networks: Algorithms and applications.
Proceedings of the Eleventh Annual IEEE International Conference on Sensing, 2014

MUTAS: Multi-screen TV experience as a service through cloud centric media network.
Proceedings of the Eleventh Annual IEEE International Conference on Sensing, 2014

CREATE: Correlation enhanced traffic matrix estimation in Data Center Networks.
Proceedings of the 2014 IFIP Networking Conference, Trondheim, 2014

Social TV analytics: a novel paradigm to transform TV watching experience.
Proceedings of the Multimedia Systems Conference 2014, 2014

PAINT: Partial in-network transcoding for adaptive streaming in information centric network.
Proceedings of the IEEE 22nd International Symposium of Quality of Service, 2014

Information diffusion in mobile social networks: The speed perspective.
Proceedings of the 2014 IEEE Conference on Computer Communications, 2014

Toward profit-seeking virtual network embedding algorithm via global resource capacity.
Proceedings of the 2014 IEEE Conference on Computer Communications, 2014

Community based effective social video contents placement in cloud centric CDN network.
Proceedings of the IEEE International Conference on Multimedia and Expo, 2014

Cost optimal video transcoding in media cloud: Insights from user viewing pattern.
Proceedings of the IEEE International Conference on Multimedia and Expo, 2014

Joint virtual machine and bandwidth allocation in software defined network (SDN) and cloud computing environments.
Proceedings of the IEEE International Conference on Communications, 2014

Enhancing user experience for multi-screen social TV streaming over wireless networks.
Proceedings of the 2014 IEEE GLOBECOM Workshops, Austin, TX, USA, December 8-12, 2014, 2014

Virt Cache: Managing Virtual Disk Performance Variation in Distributed File Systems for the Cloud.
Proceedings of the IEEE 6th International Conference on Cloud Computing Technology and Science, 2014

2013
Distributed Hash Table - Theory, Platforms and Applications.
Springer Briefs in Computer Science, Springer, ISBN: 978-1-4614-9008-1, 2013

Mobile cloud computing [Guest Editorial].
IEEE Wirel. Commun., 2013

Resource Allocation with Incomplete Information for QoE-Driven Multimedia Communications.
IEEE Trans. Wirel. Commun., 2013

Energy-Optimal Mobile Cloud Computing under Stochastic Wireless Channel.
IEEE Trans. Wirel. Commun., 2013

Multiview Vector-Valued Manifold Regularization for Multilabel Image Classification.
IEEE Trans. Neural Networks Learn. Syst., 2013

QoE-Driven Cache Management for HTTP Adaptive Bit Rate Streaming Over Wireless Networks.
IEEE Trans. Multim., 2013

Guest Editorial - Special section on cloud-based mobile media: Infrastructure, services, and applications.
IEEE Trans. Multim., 2013

Toward Optimal Deployment of Cloud-Assisted Video Distribution Services.
IEEE Trans. Circuits Syst. Video Technol., 2013

Toward a unified elastic computing platform for smartphones with cloud support.
IEEE Netw., 2013

Enabling technologies for future data center networking: a primer.
IEEE Netw., 2013

Toward Efficient Distributed Algorithms for In-Network Binary Operator Tree Placement in Wireless Sensor Networks.
IEEE J. Sel. Areas Commun., 2013

Ubiquitous Sensing: Services and Applications.
Int. J. Distributed Sens. Networks, 2013

An Efficient Data Evacuation Strategy for Sensor Networks in Postdisaster Applications.
Int. J. Distributed Sens. Networks, 2013

Energy-efficient wideband cable access networks in future smart cities.
IEEE Commun. Mag., 2013

An Empirical Investigation of the Impact of Server Virtualization on Energy Efficiency for Green Data Center.
Comput. J., 2013

Cloud3DView: an interactive tool for cloud data center operations.
Proceedings of the ACM SIGCOMM 2013 Conference, 2013

Community detection in weighted networks: Algorithms and applications.
Proceedings of the 2013 IEEE International Conference on Pervasive Computing and Communications, 2013

Multi-screen social TV over cloud-centric media platform.
Proceedings of the 11th Annual International Conference on Mobile Systems, 2013

Multi-screen cloud social TV: transforming TV experience into 21st century.
Proceedings of the ACM Multimedia Conference, 2013

Inter-screen interaction for session recognition and transfer based on cloud centric media network.
Proceedings of the 2013 IEEE International Symposium on Circuits and Systems (ISCAS2013), 2013

Mobile media communication, processing, and analysis: A review of recent advances.
Proceedings of the 2013 IEEE International Symposium on Circuits and Systems (ISCAS2013), 2013

Energy-efficient scheduling policy for collaborative execution in mobile cloud computing.
Proceedings of the IEEE INFOCOM 2013, Turin, Italy, April 14-19, 2013, 2013

vRGW: Towards network function virtualization enabled by software defined networking.
Proceedings of the 2013 21st IEEE International Conference on Network Protocols, 2013

Toward monetary cost effective content placement in cloud centric media network.
Proceedings of the 2013 IEEE International Conference on Multimedia and Expo, 2013

Coordinating In-Network Caching in Content-Centric Networks: Model and Analysis.
Proceedings of the IEEE 33rd International Conference on Distributed Computing Systems, 2013

Near-optimal packet allocation algorithm for content uploading to media cloud via collaborative wireless network.
Proceedings of the International Conference on Computing, Networking and Communications, 2013

Dynamic transparent virtual network embedding over elastic optical infrastructures.
Proceedings of IEEE International Conference on Communications, 2013

Toward Optimal Additive Noise Distribution for Privacy Protection in Mobile Statistics Aggregation.
Proceedings of the 2013 IEEE International Conference on Green Computing and Communications (GreenCom) and IEEE Internet of Things (iThings) and IEEE Cyber, 2013

Minimizing monetary cost via cloud clone migration in multi-screen cloud social TV system.
Proceedings of the 2013 IEEE Global Communications Conference, 2013

Power-efficient collaborative distribution of social videos over wireless community cloud.
Proceedings of the 2013 IEEE Global Communications Conference, 2013

Revenue-driven virtual network embedding based on global resource information.
Proceedings of the 2013 IEEE Global Communications Conference, 2013

2012
Cloud robotics: architecture, challenges and applications.
IEEE Netw., 2012

Depth-color based 3D image transmission over wireless networks with QoE provisions.
Comput. Commun., 2012

Socially-responsible load scheduling algorithms for sustainable data centers over smart grid.
Proceedings of the IEEE Third International Conference on Smart Grid Communications, 2012

Private data deduplication protocols in cloud storage.
Proceedings of the ACM Symposium on Applied Computing, 2012

IPAD: Intelligent Parking-Assisted Ads Dissemination over Urban VANETs.
Proceedings of the 8th International Conference on Mobile Ad-hoc and Sensor Networks, 2012

Distributed and Asynchronous Solution to Operator Placement in Large Wireless Sensor Networks.
Proceedings of the 8th International Conference on Mobile Ad-hoc and Sensor Networks, 2012

Towards the traffic hole problem in VANETs.
Proceedings of the ninth ACM international workshop on Vehicular inter-networking, 2012

Credit routing for source-location privacy protection in wireless sensor networks.
Proceedings of the 9th IEEE International Conference on Mobile Ad-Hoc and Sensor Systems, 2012

Energy-optimal mobile application execution: Taming resource-poor mobile devices with cloud clones.
Proceedings of the IEEE INFOCOM 2012, Orlando, FL, USA, March 25-30, 2012, 2012

Energy efficiency and server virtualization in data centers: An empirical investigation.
Proceedings of the 2012 Proceedings IEEE INFOCOM Workshops, 2012

CoDaaS: An experimental cloud-centric content delivery platform for user-generated contents.
Proceedings of the International Conference on Computing, Networking and Communications, 2012

Energy minimization via dynamic voltage scaling for real-time video encoding on mobile devices.
Proceedings of IEEE International Conference on Communications, 2012

QoE-driven cache management for HTTP adaptive bit rate (ABR) streaming over wireless networks.
Proceedings of the 2012 IEEE Global Communications Conference, 2012

Optimizing content retrieval delay for LT-based distributed cloud storage systems.
Proceedings of the 2012 IEEE Global Communications Conference, 2012

Content routing and lookup schemes using global bloom filter for content-delivery-as-a-service.
Proceedings of the 2012 IEEE Global Communications Conference, 2012

Energy optimizations for data center network: Formulation and its solution.
Proceedings of the 2012 IEEE Global Communications Conference, 2012

Applied Lightweight Parallel Multi-Appliance Recognition on Smart Meter.
Proceedings of the 15th IEEE International Conference on Computational Science and Engineering, 2012

Towards end-to-end secure content storage and delivery with public cloud.
Proceedings of the Second ACM Conference on Data and Application Security and Privacy, 2012

On P2P mechanisms for VM image distribution in cloud data centers: Modeling, analysis and improvement.
Proceedings of the 4th IEEE International Conference on Cloud Computing Technology and Science Proceedings, 2012

2011
On file delay minimization for content uploading to media cloud via collaborative wireless network.
Proceedings of the 2011 International Conference on Wireless Communications & Signal Processing, 2011

Buffer and Switch: An Efficient Road-to-Road Routing Scheme for VANETs.
Proceedings of the Seventh International Conference on Mobile Ad-hoc and Sensor Networks, 2011

On file-based content distribution over wireless networks via multiple paths: Coding and delay trade-off.
Proceedings of the INFOCOM 2011. 30th IEEE International Conference on Computer Communications, 2011

The last minute: Efficient Data Evacuation strategy for sensor networks in post-disaster applications.
Proceedings of the INFOCOM 2011. 30th IEEE International Conference on Computer Communications, 2011

Complexity-rate-distortion evaluation of video encoding for cloud media computing.
Proceedings of the 17th IEEE International Conference on Networks, 2011

Towards name-based trust and security for content-centric network.
Proceedings of the 19th annual IEEE International Conference on Network Protocols, 2011

Lightweight packet scheduling algorithms for content uploading from mobile devices to media cloud.
Proceedings of the Workshops Proceedings of the Global Communications Conference, 2011

Designing an inter-cloud messaging protocol for content distribution as a service (CoDaaS) over future internet.
Proceedings of the 6th International Conference on Future Internet Technologies, 2011

2008
Scalable fault management architecture for dynamic optical networks: an information-theoretic approach.
PhD thesis, 2008

Optimizing Joint Erasure- and Error-Correction Coding for Wireless Packet Transmissions.
IEEE Trans. Wirel. Commun., 2008

Cost-Efficient Transmitter/Receiver Deployment for Proactive Fault Diagnosis in All-Optical Networks.
Proceedings of IEEE International Conference on Communications, 2008

2007
On Minimum-Delay Data Block Transport over Two-Connected Mesh Networks.
Proceedings of the IEEE Wireless Communications and Networking Conference, 2007

Non-Adaptive Fault Diagnosis for All-Optical Networks via Combinatorial Group Testing on Graphs.
Proceedings of the INFOCOM 2007. 26th IEEE International Conference on Computer Communications, 2007

2006
Efficient fault diagnosis for all-optical networks: an information theoretic approach.
Proceedings of the Proceedings 2006 IEEE International Symposium on Information Theory, 2006

Efficient Fault Detection and Localization for All-Optical Networks.
Proceedings of the Global Telecommunications Conference, 2006. GLOBECOM '06, San Francisco, CA, USA, 27 November, 2006

2005
Ultra-Reliable Communication Over Vulnerable All-Optical Networks Via Lightpath Diversity.
IEEE J. Sel. Areas Commun., 2005

Extreme power dispersion profiles for Nakagami-m fading channels with maximal-ratio diversity.
IEEE Commun. Lett., 2005

Network monitoring in multicast networks using network coding.
Proceedings of the 2005 IEEE International Symposium on Information Theory, 2005

2004
Ultrareliable communication over vulnerable optical networks via lightpath diversity: receiver architectures and performance.
Proceedings of IEEE International Conference on Communications, 2004

2003
Ultra-reliable communication over unreliable optical networks via lightpath diversity: system characterization and optimization.
Proceedings of the Global Telecommunications Conference, 2003


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