Yong Ren
Tsinghua University
233 Papers
946 Citations
Yong Ren is an academic researcher from Tsinghua University. The author has contributed to research in topics: Computer science & Wireless network. The author has an hindex of 36, co-authored 225 publications. Previous affiliations of Yong Ren include University of Oxford & Hong Kong Polytechnic University.
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Papers
Machine Learning Paradigms for Next-Generation Wireless Networks
TL;DR: The goal is to assist the readers in refining the motivation, problem formulation, and methodology of powerful machine learning algorithms in the context of future networks in order to tap into hitherto unexplored applications and services.
Information Security in Big Data: Privacy and Data Mining
TL;DR: This paper identifies four different types of users involved in data mining applications, namely, data provider, data collector, data miner, and decision maker, and examines various approaches that can help to protect sensitive information.
657
Thirty Years of Machine Learning: The Road to Pareto-Optimal Wireless Networks
TL;DR: In this article, the authors review the thirty-year history of ML by elaborating on supervised learning, unsupervised learning, reinforcement learning and deep learning and investigate their employment in the compelling applications of wireless networks, including heterogeneous networks, cognitive radios (CR), Internet of Things (IoT), machine to machine networks (M2M), and so on.
Machine Learning for 6G Wireless Networks: Carrying Forward Enhanced Bandwidth, Massive Access, and Ultrareliable/Low-Latency Service
TL;DR: Some state-of-the-art techniques based on AI/ML and their applications in 6G to support ultrabroadband, ultramassive access, and ultrareliable and lowlatency services are surveyed.
320
Reliable Computation Offloading for Edge-Computing-Enabled Software-Defined IoV
TL;DR: Performance evaluation results validate that the proposed scheme is indeed capable of reducing the latency as well as improving the reliability of the EC-SDIoV.
318