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Distributed machine learning, Federated Learning, Edge Computing, Ubiquitous Computing
China

Activities

Employment (2)

Huazhong University of Science and Technology: Wuhan, Hubei, CN

2019-10-15 to present | Associate Professor (School of Computer Science and Technology)
Employment
Source: Self-asserted source
Dezhong Yao

Nanyang Technological University: Singapore, Singapore, SG

2016-08-10 to 2019-10-10 | Research Fellow (Rolls-Royce@NTU Corporate Lab)
Employment
Source: Self-asserted source
Dezhong Yao

Education and qualifications (2)

Huazhong University of Science and Technology: Wuhan, Hubei, CN

2009-09-01 to 2016-09-30 | PhD (Computer Science)
Education
Source: Self-asserted source
Dezhong Yao

Huazhong University of Science and Technology: Wuhan, Hubei, CN

2002-09-01 to 2006-06-01 | Bachelor (Computer Science)
Education
Source: Self-asserted source
Dezhong Yao

Professional activities (3)

Association for Computing Machinery: New York, NY, US

2017-01-01 to present
Membership
Source: Self-asserted source
Dezhong Yao

Institute of Electrical and Electronics Engineers: Piscataway, New Jersey, US

2015-03-01 to present
Membership
Source: Self-asserted source
Dezhong Yao

China Computer Federation: Beijing, CN

2011-01-21 to present
Membership
Source: Self-asserted source
Dezhong Yao

Works (34)

ApSpGEMM: Accelerating Large-scale SpGEMM with Heterogeneous Collaboration and Adaptive Panel

ACM Transactions on Architecture and Code Optimization
2024-11-06 | Journal article
Contributors: Dezhong Yao; Sifan Zhao; Tongtong Liu; Gang Wu; Hai Jin
Source: check_circle
Crossref

Rethinking Personalized Federated Learning from Knowledge Perspective

2024-08-12 | Conference paper
Contributors: Dezhong Yao; Ziquan Zhu; Tongtong Liu; Zhiqiang Xu; Hai Jin
Source: check_circle
Crossref

Reinforced Computer-Aided Framework for Diagnosing Thyroid Cancer

IEEE/ACM Transactions on Computational Biology and Bioinformatics
2024-07 | Journal article
Contributors: Xia Xie; Yuanyishu Tian; Kaoru Ota; Mianxiong Dong; Zhelong Liu; Hai Jin; Dezhong Yao
Source: check_circle
Crossref

FedGKD: Toward Heterogeneous Federated Learning via Global Knowledge Distillation

IEEE Transactions on Computers
2024-01 | Journal article
Contributors: Dezhong Yao; Wanning Pan; Yutong Dai; Yao Wan; Xiaofeng Ding; Chen Yu; Hai Jin; Zheng Xu; Lichao Sun
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Mining Geospatial Relationships from Text

Proceedings of the ACM on Management of Data
2023-05-26 | Journal article
Contributors: Pasquale Balsebre; Dezhong Yao; Gao Cong; Weiming Huang; Zhen Hai
Source: check_circle
Crossref

Personalized Edge Intelligence via Federated Self-Knowledge Distillation

IEEE Transactions on Parallel and Distributed Systems
2023-02-01 | Journal article
Contributors: Hai Jin; Dongshan Bai; Dezhong Yao; Yutong Dai; Lin Gu; Chen Yu; Lichao Sun
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

CCSBD: A Cost Control System Based on Blockchain and DRG Mechanism

2022 | Book chapter
Contributors: Weiqi Dai; Yan Yu; Xia Xie; Dezhong Yao; Hai Jin
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Entity Resolution with Hierarchical Graph Attention Networks

Proceedings of the ACM SIGMOD International Conference on Management of Data
2022 | Conference paper
EID:

2-s2.0-85132689948

Part of ISSN: 07308078
Contributors: Yao, D.; Gu, Y.; Cong, G.; Jin, H.; Lv, X.
Source: Self-asserted source
Dezhong Yao via Scopus - Elsevier
grade
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You See What I Want You to See: Poisoning Vulnerabilities in Neural Code Search

Proceedings of the Acm Joint Meeting European Software Engineering Conference and Symposium on the Foundations of Software Engineering, Esec/fse
2022 | Journal article
Contributors: Wan, Yao; Zhang, Shijie; Zhang, Hongyu; Sui, Yulei; Xu, Guandong; Yao, Dezhong; Jin, Hai; Sun, Lichao
Source: check_circle
Web of Science Researcher Profile Sync

FedBERT : When Federated Learning Meets Pre-training

ACM Transactions on Intelligent Systems and Technology
2022-08-31 | Journal article
Contributors: Yuanyishu Tian; Yao Wan; Lingjuan Lyu; Dezhong Yao; Hai Jin; Lichao Sun
Source: check_circle
Crossref
grade
Preferred source (of 3)‎

Geospatial Entity Resolution

Proceedings of the ACM Web Conference 2022
2022-04 | Other
Contributors: Pasquale Balsebre; Dezhong Yao; Gao Cong; Zhen Hai
Source: Self-asserted source
Dezhong Yao via Crossref Metadata Search
grade
Preferred source (of 3)‎

FedHM: Efficient Federated Learning for Heterogeneous Models via Low-rank Factorization

arXiv e-prints
2021-11 | Working paper
Contributors: Yao, Dezhong; Pan, Wanning; Wan, Yao; Jin, Hai; Sun, Lichao
Source: check_circle
NASA Astrophysics Data System
grade
Preferred source (of 3)‎

Local-Global Knowledge Distillation in Heterogeneous Federated Learning with Non-IID Data

arXiv e-prints
2021-06 | Working paper
Contributors: Yao, Dezhong; Pan, Wanning; Dai, Yutong; Wan, Yao; Ding, Xiaofeng; Jin, Hai; Xu, Zheng; Sun, Lichao
Source: check_circle
NASA Astrophysics Data System
grade
Preferred source (of 4)‎

An energy-efficient distributed adaptive cooperative routing based on reinforcement learning in wireless multimedia sensor networks

Computer Networks
2020-09 | Journal article
Part of ISSN: 1389-1286
Contributors: Denghui Wang; Jian Liu; Dezhong Yao
Source: Self-asserted source
Dezhong Yao via Crossref Metadata Search
grade
Preferred source (of 2)‎

A Novel QoS-Awared Grid Routing Protocol in the Sensing Layer of Internet of Vehicles Based on Reinforcement Learning

IEEE Access
2019 | Journal article
Contributors: Denghui Wang; Qingmiao Zhang; Jian Liu; Dezhong Yao
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Using Crowdsourcing to Provide QoS for Mobile Cloud Computing

IEEE Transactions on Cloud Computing
2019-04-01 | Journal article
Part of ISSN: 2168-7161
Contributors: Dezhong Yao; Chen Yu; Laurence T. Yang; Hai Jin
Source: Self-asserted source
Dezhong Yao via Crossref Metadata Search
grade
Preferred source (of 2)‎

Tensor-based user trajectory mining

Computer Systems Science and Engineering
2018 | Journal article
EID:

2-s2.0-85051402089

Part of ISSN: 02676192
Contributors: Yu, C.; Hong, Q.; Yao, D.; Jin, H.
Source: Self-asserted source
Dezhong Yao via Scopus - Elsevier
grade
Preferred source (of 3)‎

High-dimensional Similarity Learning via Dual-sparse Random Projection

Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence
2018-07 | Conference paper
Part of ISBN: 9780999241127
Contributors: Dezhong Yao; Peilin Zhao; Tuan-Anh Nguyen Pham; Gao Cong
Source: Self-asserted source
Dezhong Yao via Crossref Metadata Search
grade
Preferred source (of 2)‎

Using check-in features to partition locations for individual users in location based social network

Information Fusion
2017 | Journal article
EID:

2-s2.0-85011826538

Part of ISSN: 15662535
Contributors: Yu, C.; Xiao, B.; Yao, D.; Ding, X.; Jin, H.
Source: Self-asserted source
Dezhong Yao via Scopus - Elsevier

A semi-supervised social relationships inferred model based on mobile phone data

Future Generation Computer Systems
2017-11 | Journal article
Part of ISSN: 0167-739X
Contributors: Chen Yu; Namin Wang; Laurence T. Yang; Dezhong Yao; Ching-Hsien Hsu; Hai Jin
Source: Self-asserted source
Dezhong Yao via Crossref Metadata Search
grade
Preferred source (of 2)‎

Energy Conservation in Progressive Decentralized Single-Hop Wireless Sensor Networks for Pervasive Computing Environment

IEEE Systems Journal
2017-06 | Journal article
Part of ISSN: 1932-8184
Contributors: Chen Yu; Dezhong Yao; Laurence T. Yang; Hai Jin
Source: Self-asserted source
Dezhong Yao via Crossref Metadata Search
grade
Preferred source (of 2)‎

Modeling User Activity Patterns for Next-Place Prediction

IEEE Systems Journal
2017-06 | Journal article
Part of ISSN: 1932-8184
Contributors: Chen Yu; Yang Liu; Dezhong Yao; Laurence T. Yang; Hai Jin; Hanhua Chen; Qiang Ding
Source: Self-asserted source
Dezhong Yao via Crossref Metadata Search
grade
Preferred source (of 2)‎

Speed-Density Model of Interrupted Traffic Flow Based on Coil Data

Mobile Information Systems
2016 | Journal article
Part of ISSN: 1574-017X
Contributors: Chen Yu; Jiajie Zhang; Dezhong Yao; Ruiguo Zhang; Hai Jin
Source: Self-asserted source
Dezhong Yao via Crossref Metadata Search
grade
Preferred source (of 2)‎

The Best of BothWorlds: Combining Data-Independent and Data-Driven Approaches for Action Recognition

2016 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
2016-06 | Conference paper
Part of ISBN: 9781509014378
Contributors: Zhenzhong Lan; Shoou-I Yu; Dezhong Yao; Ming Lin; Bhiksha Raj; Alexander Hauptmann
Source: Self-asserted source
Dezhong Yao via Crossref Metadata Search
grade
Preferred source (of 4)‎

Sparse Online Relative Similarity Learning

2015 IEEE International Conference on Data Mining
2015-11 | Conference paper
EID:

2-s2.0-84963632099

Part of ISSN: 15504786
EID:

2-s2.0-85106445239

Part of ISSN: 23318422
Source: Self-asserted source
Dezhong Yao
grade
Preferred source (of 4)‎

Probabilistic routing algorithm based on contact duration and message redundancy in delay tolerant network

International Journal of Communication Systems
2015-08 | Journal article
Part of ISSN: 1074-5351
Contributors: Chen Yu; Zhongqiu Tu; Dezhong Yao; Feng Lu; Hai Jin
Source: Self-asserted source
Dezhong Yao via Crossref Metadata Search
grade
Preferred source (of 2)‎

Mining user check-in features for location classification in location-based social networks

2015 IEEE Symposium on Computers and Communication (ISCC)
2015-07 | Conference paper
Part of ISBN: 9781467371940
Contributors: Chen Yu; Yang Liu; Dezhong Yao; Hai Jin; Feng Lu; Hanhua Chen; Qiang Ding
Source: Self-asserted source
Dezhong Yao via Crossref Metadata Search
grade
Preferred source (of 2)‎

Human mobility synthesis using matrix and tensor factorizations

Information Fusion
2015-05 | Journal article
Part of ISSN: 1566-2535
Contributors: Dezhong Yao; Chen Yu; Hai Jin; Qiang Ding
Source: Self-asserted source
Dezhong Yao via Crossref Metadata Search
grade
Preferred source (of 2)‎

Temporal-based ranking in heterogeneous networks

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2014 | Book
EID:

2-s2.0-84906778146

Part of ISSN: 16113349 03029743
Contributors: Yu, C.; Li, R.; Yao, D.; Lu, F.; Jin, H.
Source: Self-asserted source
Dezhong Yao via Scopus - Elsevier

Energy efficient indoor tracking on smartphones

Future Generation Computer Systems
2014-10 | Journal article
Part of ISSN: 0167-739X
Contributors: Dezhong Yao; Chen Yu; Anind K. Dey; Christian Koehler; Geyong Min; Laurence T. Yang; Hai Jin
Source: Self-asserted source
Dezhong Yao via Crossref Metadata Search
grade
Preferred source (of 2)‎

Energy Efficient Task Scheduling in Mobile Cloud Computing

Network and Parallel Computing
2013 | Other
Part of ISBN: 9783642408199
Part of ISSN: 0302-9743
Contributors: Dezhong Yao; Chen Yu; Hai Jin; Jiehan Zhou
Source: Self-asserted source
Dezhong Yao via Crossref Metadata Search
grade
Preferred source (of 3)‎

Location-aware private service discovery in pervasive computing environment

Information Sciences
2013-05 | Journal article
Part of ISSN: 0020-0255
Contributors: Chen Yu; Dezhong Yao; Xi Li; Yan Zhang; Laurence T. Yang; Naixue Xiong; Hai Jin
Source: Self-asserted source
Dezhong Yao via Crossref Metadata Search
grade
Preferred source (of 2)‎

Measuring Botnet Size by Using URL and Collaborative MailServers

2009 Fifth International Conference on Networking and Services
2009 | Conference paper
Part of ISBN: 9781424436880
Contributors: Jun Hu; Zhitang Li; Dezhong Yao; Junfeng Yu
Source: Self-asserted source
Dezhong Yao via Crossref Metadata Search
grade
Preferred source (of 2)‎

Spam Detection with Complex-Valued Neural Network Using Behavior-Based Characteristics

2008 Second International Conference on Genetic and Evolutionary Computing
2008-09 | Other
Contributors: Jun Hu; Zhitang Li; Zhengbing Hu; Dezhong Yao; Junfeng Yu
Source: Self-asserted source
Dezhong Yao via Crossref Metadata Search
grade
Preferred source (of 3)‎

Peer review (53 reviews for 24 publications/grants)

Review activity for ACM journal of data and information quality. (1)
Review activity for Computing. (3)
Review activity for Computing. (2)
Review activity for Concurrency and computation. (2)
Review activity for Decision analytics journal. (1)
Review activity for Expert systems with applications. (1)
Review activity for Frontiers of Computer Science. (2)
Review activity for Future generation computer systems. (4)
Review activity for IEEE communications magazine. (1)
Review activity for IEEE systems journal. (3)
Review activity for IEEE transactions on mobile computing. (3)
Review activity for IEEE transactions on neural networks and learning systems. (2)
Review activity for IEEE transactions on parallel and distributed systems : (1)
Review activity for IEEE transactions on pattern analysis and machine intelligence. (3)
Review activity for Information fusion. (6)
Review activity for International journal of geographical information science (1)
Review activity for International journal of machine learning and cybernetics. (1)
Review activity for Journal of parallel and distributed computing. (2)
Review activity for Journal of systems architecture. (2)
Review activity for Knowledge-based systems. (3)
Review activity for Machine learning. (2)
Review activity for Machine learning. (1)
Review activity for Neural networks. (3)
Review activity for Neurocomputing. (3)