function approximation

44

ATAL
2009
Springer

135views Intelligent Agents» more ATAL 2009»

An empirical analysis of value function-based and policy search reinforcement learning

14 years 11 months ago

In several agent-oriented scenarios in the real world, an autonomous agent that is situated in an unknown environment must learn through a process of trial and error to take actio...

Shivaram Kalyanakrishnan, Peter Stone

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50

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HYBRID
2010
Springer

184views Control Systems» more HYBRID 2010»

Accurate hybridization of nonlinear systems

14 years 11 months ago

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This paper is concerned with reachable set computation for non-linear systems using hybridization. The essence of hybridization is to approximate a non-linear vector ﬁeld by a s...

Thao Dang, Oded Maler, Romain Testylier

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41

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ICML
2008
IEEE

150views Machine Learning» more ICML 2008»

An analysis of reinforcement learning with function approximation

15 years 5 months ago