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12/22/2022
Sequential Decision Problems with Weak Feedback
This thesis considers sequential decision problems, where the loss/rewar...
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12/22/2022
Synopsis: Sequential Decision Problems with Weak Feedback
This thesis considers sequential decision problems, where the loss/rewar...
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06/19/2022
Bayesian Optimization under Stochastic Delayed Feedback
Bayesian optimization (BO) is a widely-used sequential method for zeroth...
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05/28/2022
Federated Neural Bandit
Recent works on neural contextual bandit have achieved compelling perfor...
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05/06/2022
Application of Clustering Algorithms for Dimensionality Reduction in Infrastructure Resilience Prediction Models
Recent studies increasingly adopt simulation-based machine learning (ML)...
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05/09/2021
Stochastic Multi-Armed Bandits with Control Variates
This paper studies a new variant of the stochastic multi-armed bandits p...
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04/12/2021
Censored Semi-Bandits for Resource Allocation
We consider the problem of sequentially allocating resources in a censor...
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10/23/2020
Online Algorithm for Unsupervised Sequential Selection with Contextual Information
In this paper, we study Contextual Unsupervised Sequential Selection (US...
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09/16/2020
Thompson Sampling for Unsupervised Sequential Selection
Thompson Sampling has generated significant interest due to its better e...
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06/17/2020
Stochastic Network Utility Maximization with Unknown Utilities: Multi-Armed Bandits Approach
In this paper, we study a novel Stochastic Network Utility Maximization ...
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03/13/2020
Learning and Fairness in Energy Harvesting: A Maximin Multi-Armed Bandits Approach
Recent advances in wireless radio frequency (RF) energy harvesting allow...
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12/25/2019
Unsupervised Online Feature Selection for Cost-Sensitive Medical Diagnosis
In medical diagnosis, physicians predict the state of a patient by check...
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09/04/2019
Censored Semi-Bandits: A Framework for Resource Allocation with Censored Feedback
In this paper, we study Censored Semi-Bandits, a novel variant of the se...
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01/15/2019
Online Algorithm for Unsupervised Sensor Selection
In many security and healthcare systems, the detection and diagnosis sys...
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09/11/2018