Practical solution techniques for first-order MDPs

Date

Authors

Sanner, Scott

Boutilier, Craig

Publisher

Elsevier

Abstract

Many traditional solution approaches to relationally specified decision-theoretic planning problems (e.g., those stated in the probabilistic planning domain description language, or PPDDL) ground the specification with respect to a specific instantiation

Keywords

Keywords: Formal logic; Linearization; Specifications; Approximate linear programming; Decision-theoretic; First orders; First-order logic; International planning competitions; Markov decision process; MDPs; Planning problems; Practical solutions; Probabilistic pla First-order logic; MDPs; Planning

URI

http://hdl.handle.net/1885/53008

Collections

ANU Research Publications

Source

Artificial Intelligence

Type

Journal article

DOI

10.1016/j.artint.2008.11.003

Restricted until

2037-12-31

Downloads

File

Description

01_Sanner_Practical_solution_techniques_2009.pdf (1.25 MB)

02_Sanner_Practical_solution_techniques_2009.pdf (1.74 MB)