Ontology highlight
ABSTRACT:
SUBMITTER: Lizotte DJ
PROVIDER: S-EPMC3670261 | biostudies-literature | 2012 Nov
REPOSITORIES: biostudies-literature
Lizotte Daniel J DJ Bowling Michael M Murphy Susan A SA
Journal of machine learning research : JMLR 20121101 Nov
We present a general and detailed development of an algorithm for finite-horizon fitted-Q iteration with an arbitrary number of reward signals and linear value function approximation using an arbitrary number of state features. This includes a detailed treatment of the 3-reward function case using triangulation primitives from computational geometry and a method for identifying globally dominated actions. We also present an example of how our methods can be used to construct a real-world decisio ...[more]