1.

Record Nr.

UNINA9910827023303321

Autore

Oliehoek Frans A

Titolo

Value-based planning for teams of agents in stochastic partially observable environments [[electronic resource] /] / door Frans Adriaan Oliehoek

Pubbl/distr/stampa

[Amsterdam], : Amsterdam University Press, 2010

ISBN

1-282-63390-2

9786612633904

90-485-1230-1

Descrizione fisica

1 online resource (222 p.)

Collana

UvA proefschriften

Disciplina

510

Soggetti

Mathematics

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Note generali

Description based upon print version of record.

Nota di bibliografia

Includes bibliographical references (p. 197-211).

Nota di contenuto

Introduction; Decision-Theoretic Planning for Teams of Agents; Optimal Value Functions for Dec-POMDPs; Approximate Value Functions & Heuristic Policy Search; Factored Dec-POMDPs: Exploiting Locality of Interaction; Lossless Clustering of Histories; Conclusions and Discussion; Summary; Samenvatting; Problem Specifications; Immediate Reward Value Function Formulations; Formalization of Regression to Factored Q-Value Functions; Proofs; Bibliography; Acknowledgments

Sommario/riassunto

In this thesis decision-making problems are formalized using a stochastic discrete-time model called decentralized partially observable Markov decision process (Dec-POMDP).