Direct Reinforcement

31

IJON
2006

90views more IJON 2006»

Reinforcement learning of a simple control task using the spike response model

14 years 1 months ago

In this work, we propose a variation of a direct reinforcement learning algorithm, suitable for usage with spiking neurons based on the spike response model (SRM). The SRM is a bi...

Murilo Saraiva de Queiroz, Roberto Coelho de Berr&...

claim paper

Read More »

32

click to vote

ECML
2005
Springer

95views Machine Learning» more ECML 2005»

Towards Finite-Sample Convergence of Direct Reinforcement Learning

14 years 7 months ago

Download www.cs.uiuc.edu

Abstract. While direct, model-free reinforcement learning often performs better than model-based approaches in practice, only the latter have yet supported theoretical guarantees f...

Shiau Hong Lim, Gerald DeJong

claim paper

Read More »

33

click to vote

ICML
1998
IEEE

149views Machine Learning» more ICML 1998»

An Analysis of Direct Reinforcement Learning in Non-Markovian Domains

15 years 2 months ago

Download staff.uqu.edu.sa

Mark D. Pendrith, Michael McGarity

claim paper