Markov Decision Processes and the Belief-Desire-Intention - download pdf or read online

By Gerardo I. Simari,Simon D. Parsons

ISBN-10: 1461414717

ISBN-13: 9781461414711

In this paintings, we offer a remedy of the connection among types which have been customary within the implementation of independent brokers: the idea DesireIntention (BDI) version and Markov choice procedures (MDPs). we begin with a casual description of the connection, choosing the typical positive factors of the 2 ways and the diversities among them. Then we hone our knowing of those modifications via an empirical research of the functionality of either types at the TileWorld testbed. this enables us to teach that even supposing the MDP version screens regularly greater habit than the BDI version for small worlds, this isn't the case whilst the realm turns into huge and the MDP version can't be solved precisely. ultimately we current a theoretical research of the connection among the 2 techniques, selecting mappings that let us to extract a collection of intentions from a coverage (a way to an MDP), and to extract a coverage from a collection of intentions.

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Markov Decision Processes and the Belief-Desire-Intention Model: Bridging the Gap for Autonomous Agents (SpringerBriefs in Computer Science) by Gerardo I. Simari,Simon D. Parsons


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