WebJun 11, 2024 · Federated Online Clustering of Bandits Introduction. This is the experiment for Federated Online Clustering of Bandits (UAI, 2024). Folder Structure. Paremeters. In CDP-FCLUB-DC experiment, we choose beta_scaling = 0.005, $\alpha$ … WebAug 31, 2024 · We focus on studying the federated online clustering of bandit (FCLUB) problem, which aims to minimize the total regret while satisfying privacy and communication considerations. We design a new phase-based scheme for cluster detection and a novel asynchronous communication protocol for cooperative bandit learning for this problem. …
ZhaoHaoRu/Federated-Clustering-of-Bandits - Github
WebDOI: 10.48550/arXiv.2208.14865 Corpus ID: 251953221; Federated Online Clustering of Bandits @inproceedings{Liu2024FederatedOC, title={Federated Online Clustering of Bandits}, author={Xutong Liu and Haoruo Zhao and Tong Yu and Shuai Li and John C.S. Lui}, booktitle={Conference on Uncertainty in Artificial Intelligence}, year={2024} } WebJun 21, 2014 · Online clustering of bandits. Pages II-757–II-765. Previous Chapter Next Chapter. ABSTRACT. We introduce a novel algorithmic approach to content recommendation based on adaptive clustering of exploration-exploitation "bandit") … info fineco
Federated Online Clustering of Bandits DeepAI
WebAug 31, 2024 · We focus on studying the federated online clustering of bandit (FCLUB) problem, which aims to minimize the total regret while satisfying privacy and communication considerations. We design... WebWe study identifying user clusters in contextual multi-armed bandits (MAB). Contextual MAB is an effective tool for many real applications, such as content recommendation and online advertisement. In practice, user dependency plays an essential role in the user’s actions, and thus the rewards. Clustering similar users can improve the quality ... WebAug 31, 2024 · We focus on studying the federated online clustering of bandit (FCLUB) problem, which aims to minimize the total regret while satisfying privacy and communication considerations. We design a new phase-based scheme for cluster detection and a novel … info fiber solution