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Learning in A Changing World: Non-Bayesian Restless Multi-Armed Bandit
Non-Bayesian Multi-Armed Bandit
2010/11/24
We consider the restless multi-armed bandit (RMAB) problem with unknown dynamics. In this problem, at each time, a player chooses K out of N (N > K) arms to play. The state of each arm determines the ...
The Non-Bayesian Restless Multi-Armed Bandit: a Case of Near-Logarithmic Regret
The Non-Bayesian Restless Multi-Armed Bandit:Near-Logarithmic Regret
2010/11/24
In the classic Bayesian restless multi-armed bandit (RMAB) problem, there are $N$ arms, with rewards on all arms evolving at each time as Markov chains with known parameters. A player seeks to activa...
Bayesian and non-Bayesian estimations on the exponentiated gamma distribution
Bayesian inference Squared error loss function LINEX loss function
2010/9/14
In this paper, we consider the exponentiated gamma distribution as an important model of life time models and derive Bayesian and non-Bayesian estimators of the shape parameter, reliability and failur...
