Projects per year
Personal profile
Biography
Dr Yipeng Zhou is a senior lecturer with the School of Computing, Faculty of Science and Engineering, Macquarie University. Before joining Macquarie University, he was a research fellow with the University of South Australia, and a lecturer with Shenzhen University, respectively. He got his Ph.D. and M.Phil degrees from The Chinese University of Hong Kong, and B.S. degree from University of Science and Technology of China, respectively. He received 2023 Macquarie University Vice-Chancellor's Research Excellence Award: Highly Commended and 2023 IEEE Open Journal of the Communications Society Best Editor Award. He was the recipient of 2018 Australia Research Council Discover Early Career Researcher Award (DECRA). His research interests lie in federated learning, data privacy-preservation, networking, etc. He has published 110+ papers in top venues, including IEEE INFOCOM, IJCAI, ICNP, IWQoS, IEEE ToN, JSAC, TPDS, TMC, TMM, etc.
Education/Academic qualification
Information Engineering, PhD, The Chinese University of Hong Kong
1 Aug 2009 → 1 Aug 2012
Award Date: 5 Dec 2012
Information Engineering, Mphil, The Chinese University of Hong Kong
1 Aug 2006 → 1 Aug 2008
Award Date: 27 Nov 2008
Computer Science, Bachelor, University of Science and Technology of China
1 Sept 2002 → 11 Jul 2006
Award Date: 12 Jul 2006
External positions
Research fellow, University of South Australia
18 Aug 2016 → 28 Feb 2018
lecturer, Shenzhen University
3 Sept 2013 → 2 Sept 2016
Postdoctoral fellow, The Chinese University of Hong Kong
2 Aug 2012 → 2 Sept 2013
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
Projects
- 3 Finished
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Building Intelligence into Online Video Services by Learning User Interests
29/06/18 → 28/06/21
Project: Research
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Building Intelligence into Online Video Services by Learning User Interests
1/05/18 → 30/04/21
Project: Research
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Accelerating blockchain-enabled federated learning with clustered clients
Cui, L., Li, Y., Zhou, Y., Qu, Y. & Liu, J., 20 May 2024, (E-pub ahead of print) In: IEEE Transactions on Big Data.Research output: Contribution to journal › Article › peer-review
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An optimized sparse response mechanism for differentially private federated learning
Ma, J., Zhou, Y., Cui, L. & Guo, S., 2024, In: IEEE Transactions on Dependable and Secure Computing. 21, 4, p. 2285-2295 11 p.Research output: Contribution to journal › Article › peer-review
1 Citation (Scopus) -
AutoFL: a Bayesian game approach for autonomous client participation in federated edge learning
Hu, M., Yang, W., Luo, Z., Liu, X., Zhou, Y., Chen, X. & Wu, D., Jan 2024, In: IEEE Transactions on Mobile Computing. 23, 1, p. 194-208 15 p.Research output: Contribution to journal › Article › peer-review
5 Citations (Scopus) -
Boosting dynamic decentralized federated learning by diversifying model sources
Su, D., Zhou, Y., Cui, L. & Guo, S., 13 Mar 2024, (E-pub ahead of print) In: IEEE Transactions on Services Computing.Research output: Contribution to journal › Article › peer-review
1 Citation (Scopus) -
Communication cost-aware client selection in online federated learning: a Lyapunov approach
Su, D., Zhou, Y., Cui, L. & Sheng, Q. Z., Jul 2024, In: Computer Networks. 249, p. 1-12 12 p., 110517.Research output: Contribution to journal › Article › peer-review
1 Citation (Scopus)
Prizes
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Winner - Faculty of Science and Engineering Award for Inter-School Collaboration - 2023
Nayak, Abhaya (Recipient), Mahmood, Adnan (Recipient), Beheshti, Amin (Recipient), McIver, Annabelle (Recipient), Bilgin, Ayse (Recipient), Liquet-Weiland, Benoit (Recipient), Svensson, Carl (Recipient), Ramakrishnan, Charanya (Recipient), Smith, Connor (Recipient), Molla-Aliod, Diego (Recipient), Vatsalan, Dinusha (Recipient), Xue, Emma (Recipient), Gupta, Gaurav (Recipient), Sofronov, Georgy (Recipient), Baker, Greg (Recipient), Liu, Guanfeng (Recipient), Asghar, Hassan (Recipient), Doosti, Hassan (Recipient), Zhu, Houying (Recipient), Jiang, Iris (Recipient), Zheng, James (Recipient), Lin, Huan (Recipient), Wu, Jia (Recipient), Ma, Jun (Recipient), Binkowski, Karol (Recipient), Dras, Mark (Recipient), Manuguerra, Maurizio (Recipient), Orgun, Mehmet (Recipient), Lay, Michael (Recipient), Zou, Nan (Recipient), Kordzakhia, Nino (Recipient), Busch, Peter (Recipient), Graham, Petra (Recipient), Schwitter, Rolf (Recipient), Chen, Shan (Recipient), Smith, Stephen (Recipient), Cassidy, Steve (Recipient), Prvan, Tania (Recipient), Fung, Thomas (Recipient), Li, Yan (Recipient), Wang, Yan (Recipient), Zhang, Yang (Recipient) & Zhou, Yipeng (Recipient), 2023
Prize: Other distinction
Activities
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IEEE Open Journal of the Communications Society (Journal)
Yipeng Zhou (Reviewer)
2019 → 2020Activity: Peer-review and editorial of research outputs › Editorial work
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IEEE Access (Journal)
Yipeng Zhou (Reviewer)
26 Mar 2018 → 24 Apr 2018Activity: Peer-review and editorial of research outputs › Publication Peer-review
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IEEE Transactions on Network Science and Engineering (Journal)
Yipeng Zhou (Reviewer)
21 Apr 2018 → 12 May 2018Activity: Peer-review and editorial of research outputs › Publication Peer-review
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14th International Wireless Communications and Mobile Computing Conference in 2018
Yipeng Zhou (Participant)
5 Mar 2018 → 30 Mar 2018Activity: Participating in or organising an event › Organising a conference, workshop or event series
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IEEE Transactions on Computational Social Systems (Journal)
Yipeng Zhou (Reviewer)
5 Mar 2018 → 17 Apr 2018Activity: Peer-review and editorial of research outputs › Publication Peer-review