Junpei KOMIYAMA


UCB-SC: A Fast Variant of KL-UCB-SC for Budgeted Multi-Armed Bandit Problem
Ryo WATANABE Junpei KOMIYAMA Atsuyoshi NAKAMURA Mineichi KUDO 
Publication:   
Publication Date: 2018/03/01
Vol. E101-A  No. 3  pp. 662-667
Type of Manuscript:  LETTER
Category: Mathematical Systems Science
Keyword: 
budgeted multi-armed banditsregret analysisupper confidence bound
 Summary | Full Text:PDF(967.8KB)

KL-UCB-Based Policy for Budgeted Multi-Armed Bandits with Stochastic Action Costs
Ryo WATANABE Junpei KOMIYAMA Atsuyoshi NAKAMURA Mineichi KUDO 
Publication:   
Publication Date: 2017/11/01
Vol. E100-A  No. 11  pp. 2470-2486
Type of Manuscript:  PAPER
Category: Mathematical Systems Science
Keyword: 
budgeted multi-armed banditsasymptotically optimal policyregret analysis
 Summary | Full Text:PDF(1.6MB)