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Authors: Yazmin S. Villegas-Hernandez and Federico Guedea-Elizalde

Affiliation: Tecnologico de Monterrey, Mexico

ISBN: 978-989-758-015-4

ISSN: 2184-433X

Keyword(s): Bayesian Networks, Planning, and Planning Search.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Formal Methods ; Informatics in Control, Automation and Robotics ; Intelligent Control Systems and Optimization ; Planning and Scheduling ; Simulation and Modeling ; Symbolic Systems

Abstract: In planning search, there are different approaches to guide the search, where all of them are focused in have a plan (solution) in less time. Most of the researches are not admissible heuristics, but they have good results in time. For example, using the heuristic-search planning approach plans can be generated in less time than other approaches, but the plans generated by all heuristic planners are sub-optimal, or could have dead ends (states from which the goals get unreachable). We present an approach to guide the search in a probabilistic way in order to do not have the problems of the not admissible approaches. We extended the Bayesian network and Bayesian inferences ideas to our work. Furthermore, we present our way to make Bayesian inferences in order to guide the search in a better way. The results of our experiments of our approach with different well-known benchmarks are presented. The benchmarks used in our experiments are: Driverlog, Zenotravel, Satellite, Rovers, and Free cell. (More)

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Paper citation in several formats:
S. Villegas-Hernandez, Y. and Guedea-Elizalde, F. (2014). Research Proposal in Probabilistic Planning Search. In Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART, ISBN 978-989-758-015-4 ISSN 2184-433X, pages 586-595. DOI: 10.5220/0004907205860595

@conference{icaart14,
author={Yazmin {S. Villegas{-}Hernandez}. and Federico Guedea{-}Elizalde.},
title={Research Proposal in Probabilistic Planning Search},
booktitle={Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART,},
year={2014},
pages={586-595},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004907205860595},
isbn={978-989-758-015-4},
issn={2184-433X},
}

TY - CONF

JO - Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART,
TI - Research Proposal in Probabilistic Planning Search
SN - 978-989-758-015-4
IS - 2184-433X
AU - S. Villegas-Hernandez, Y.
AU - Guedea-Elizalde, F.
PY - 2014
SP - 586
EP - 595
DO - 10.5220/0004907205860595

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