Creator:

Zajdel, Roman

Contributor:

Korbicz, Józef - red. ; Uciński, Dariusz - red.

Title:

Epoch-incremental reinforcement learning algorithms

Group publication title:

AMCS, Volume 23 (2013)

Subject and Keywords:

reinforcement learning ; epoch-incremental algorithm ; grid world

Abstract:

In this article, a new class of the epoch-incremental reinforcement learning algorithm is proposed. In the incremental mode, the fundamental TD(0) or TD([lambda]) algorithm is performed and an environment model is created. In the epoch mode, on the basis of the environment model, the distances of past-active states to the terminal state are computed. These distances and the reinforcement terminal state signal are used to improve the agent policy.

Publisher:

Zielona Góra: Uniwersytet Zielonogórski

Date:

2013

Resource Type:

artykuł

DOI:

10.2478/amcs-2013-0047

Pages:

623-635

Source:

AMCS, volume 23, number 3 (2013)

Language:

eng

Rights:

Biblioteka Uniwersytetu Zielonogórskiego