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07/27/2023
Adversarial Sleeping Bandit Problems with Multiple Plays: Algorithm and Ranking Application
This paper presents an efficient algorithm to solve the sleeping bandit ...
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10/30/2022
Online Convex Optimization with Long Term Constraints for Predictable Sequences
In this paper, we investigate the framework of Online Convex Optimizatio...
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11/30/2021
Online Learning for Receding Horizon Control with Provable Regret Guarantees
We address the problem of learning to control an unknown linear dynamica...
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09/30/2020
Online Convex Optimization in Changing Environments and its Application to Resource Allocation
In the era of the big data, we create and collect lots of data from all ...
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09/06/2019
Trading-Off Static and Dynamic Regret in Online Least-Squares and Beyond
Recursive least-squares algorithms often use forgetting factors as a heu...
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01/23/2019
Online Adaptive Principal Component Analysis and Its extensions
We propose algorithms for online principal component analysis (PCA) and ...
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02/19/2018