Greedy sensor selection: Leveraging submodularity based on volume ratio of information ellipsoid

L Liu, C Hua, J Xu, G Leus… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
This article focuses on greedy approaches to select the most informative sensors from
candidates to maximize the Fisher information, ie, the determinant of the Fisher information …

Fast MSE-Based Sampling of Bandlimited Graph Signals via Low-Pass Impulse Responses

F Wang, G Cheung, M Ye, T Li… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Sampling is a fundamental problem in graph signal processing that selects a node subset to
collect samples, so that data in the remaining nodes can be well recovered. Existing eigen …

Graph-Enhanced Hybrid Sampling for Multi-Armed Bandit Recommendation

F Wang, T Li, W Zhang, X Zhang… - ICASSP 2024-2024 …, 2024 - ieeexplore.ieee.org
Graph-based multi-armed bandit algorithms utilize the relationship between users to select
the best item to recommend for maximal reward, which is decided by items' features and un …