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» Mean-Variance Optimization in Markov Decision Processes

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CORR
2011
Springer

183views Education» more CORR 2011»

Mean-Variance Optimization in Markov Decision Processes

13 years 6 months ago

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We consider ﬁnite horizon Markov decision processes under performance measures that involve both the mean and the variance of the cumulative reward. We show that either randomiz...

Shie Mannor, John N. Tsitsiklis

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DMIN
2009

142views Data Mining» more DMIN 2009»

Action Selection in Customer Value Optimization: An Approach Based on Covariate-Dependent Markov Decision Processes

13 years 8 months ago

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Typical methods in CRM marketing include action selection on the basis of Markov Decision Processes with fixed transition probabilities on the one hand, and scoring customers separ...

Angi Roesch, Harald Schmidbauer

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DA
2010

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Eliciting Patients' Revealed Preferences: An Inverse Markov Decision Process Approach

13 years 8 months ago

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. Direct approaches, which involve asking patients various abstract questions, have significant drawbacks. We propose a new approach that infers patient preferences based on observ...

Zeynep Erkin, Matthew D. Bailey, Lisa M. Maillart,...

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ICML
2002
IEEE

218views Machine Learning» more ICML 2002»

An epsilon-Optimal Grid-Based Algorithm for Partially Observable Markov Decision Processes

14 years 11 months ago

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Blai Bonet

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