Sparse kernel-SARSA(lambda) with an eligibility trace

Date

Authors

Robards, Matthew
Sunehag, Peter
Sanner, Scott
Marthi, Bhaskara

Journal Title

Journal ISSN

Volume Title

Publisher

Springer

Abstract

We introduce the first online kernelized version of SARSA(λ) to permit sparsification for arbitrary λ for 0 ≤ λ ≤ 1; this is possible via a novel kernelization of the eligibility trace that is maintained separately from the kernelized value functio

Description

Citation

Source

Proceedings of Machine Learning and Knowledge Discovery in Databases - European Conference (ECML PKDD 2011)

Book Title

Entity type

Access Statement

License Rights

Restricted until

2037-12-31