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Decision theoretic norm-governed planning

Decision theoretic norm-governed planning
Decision theoretic norm-governed planning

We propose Normative Dec-POMDPs, a model of collective decision making in the presence of complex norms, with violations of norms classified according to their relative severity. We extend the PBPG algorithm in order to solve Normative Dec-POMDPs and propose a heuristic that improves its scalability without affecting the policy quality.

Coordination, Decision theory, Norms
1548-8403
1265-1266
International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS)
Gasparini, Luca
15ef6336-0f4e-4acf-8989-c6797c2e6120
Norman, Timothy J.
663e522f-807c-4569-9201-dc141c8eb50d
Kollingbaum, Martin J.
015a7895-2e8f-4e21-a2fc-a2fa1fae37df
Chen, Liang
15459db0-4299-44b7-beaf-fb646add66ac
Gasparini, Luca
15ef6336-0f4e-4acf-8989-c6797c2e6120
Norman, Timothy J.
663e522f-807c-4569-9201-dc141c8eb50d
Kollingbaum, Martin J.
015a7895-2e8f-4e21-a2fc-a2fa1fae37df
Chen, Liang
15459db0-4299-44b7-beaf-fb646add66ac

Gasparini, Luca, Norman, Timothy J., Kollingbaum, Martin J. and Chen, Liang (2016) Decision theoretic norm-governed planning. In AAMAS 2016 - Proceedings of the 2016 International Conference on Autonomous Agents and Multiagent Systems. International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS). pp. 1265-1266 .

Record type: Conference or Workshop Item (Paper)

Abstract

We propose Normative Dec-POMDPs, a model of collective decision making in the presence of complex norms, with violations of norms classified according to their relative severity. We extend the PBPG algorithm in order to solve Normative Dec-POMDPs and propose a heuristic that improves its scalability without affecting the policy quality.

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More information

Published date: 2016
Additional Information: Publisher Copyright: Copyright © 2016, International Foundation for Autonomous Agents and Multiagent Systems (www.ifaamas.org). All rights reserved. Copyright: Copyright 2017 Elsevier B.V., All rights reserved.
Venue - Dates: 15th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2016, , Singapore, Singapore, 2016-05-08 - 2016-05-12
Keywords: Coordination, Decision theory, Norms

Identifiers

Local EPrints ID: 450441
URI: http://eprints.soton.ac.uk/id/eprint/450441
ISSN: 1548-8403
PURE UUID: d89ca309-b42a-4bd9-b5de-661a2bb353c5
ORCID for Timothy J. Norman: ORCID iD orcid.org/0000-0002-6387-4034

Catalogue record

Date deposited: 28 Jul 2021 16:31
Last modified: 29 Jul 2021 01:45

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Contributors

Author: Luca Gasparini
Author: Martin J. Kollingbaum
Author: Liang Chen

University divisions

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