Bayesian automatic model order selection in Wireless Communications
报告专家:Yik-Chung WU(胡奕聰),香港大学
报告时间:2025年3月18日(星期二),上午10:30-11:30
报告地点:国家天元数学西南中心516
报告摘要:In wireless communications, there are many estimation problems that require the information of model order. For example, the number of propagation paths in channel estimation, the number of active users in grant-free access, and the number of interference sources in radio map reconstruction. While it is common to assume the model orders are known in wireless communication research, in practice, this information is hardly known precisely. This talk will introduce how Bayesian method could solve this problem without exhaustive tuning.
专家简介:Yik-Chung Wu received the B.Eng. (EEE) degree in 1998 and the M.Phil. degree in 2001 from the University of Hong Kong (HKU). He received the Croucher Foundation scholarship in 2002 to study Ph.D. degree at Texas A&M University, College Station, and graduated in 2005. From August 2005 to August 2006, he was with the Thomson Corporate Research, Princeton, NJ, as a Member of Technical Staff. Since September 2006, he has been with HKU, currently as an Associate Professor. He was a visiting scholar at Princeton University, in summers of 2015 and 2017. His research interests are in general areas of signal processing and communication systems, and in particular Bayesian inference, distributed algorithms, and large-scale optimization. Dr. Wu served as an Editor for IEEE Communications Letters, and IEEE Transactions on Communications. He is currently a Senior Area Editor for IEEE Transactions on Signal Processing, an Associate Editor for IEEE Wireless Communications Letters, and an Editor for Journal of Communications and Networks. He was a symposium chair for many international conferences, including IEEE International Conference on Communications (ICC) 2023 and IEEE Globecom 2025. He received four best paper awards in international conferences, with the most recent one from IEEE International Conference on Communications (ICC) 2020. He was a top 1% scholar (ranked by Clarivate Analytics) for seven consecutive years (2015-2021). He was elected the Best Editor of the year 2023 in IEEE Wireless Communications Letters. He is an elected member of IEEE signal processing society SPCOM Technical Committee (2025-2026), and a senior member of the IEEE.
邀请人:宋恩彬