Feature reinforcement learning in practice

Nguyen, Phuong; Sunehag, Peter; Hutter, Marcus

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Feature reinforcement learning in practice

Date

2012

Authors

Nguyen, Phuong

Sunehag, Peter

Hutter, Marcus

Publisher

Springer

Abstract

Following a recent surge in using history-based methods for resolving perceptual aliasing in reinforcement learning, we introduce an algorithm based on the feature reinforcement learning framework called ΦMDP [13]. To create a practical algorithm we devi