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Advances in Preference Handling

Papers from the 2008 AAAI Workshop

Jan Chomicki, Vincent Conitzer, Ulrich Junker, Patrice Perny, Program Cochairs

Technical Report WS-08-09 published by The AAAI Press, Menlo Park, California

This technical report is also available in book and CD format.

Contents

Organizing Committee / vii
Jan Chomicki, Vincent Conitzer, Ulrich Junker, Patrice Perny

Preface / ix
Jan Chomicki, Vincent Conitzer, Ulrich Junker, and Patrice Perny

Value-Based Arguments in the Dictator Game / 1
Katie Atkinson, Trevor Bench-Capon

Long-term Fairness with Bounded Worst-case Losses / 7
Gabriel Balan, Dana Richards, Sean Luke

Exploitation of User’s Preferences in Reinforcement Learning Decision Support Systems / 13
Micheline Bélanger, Jean Berger, Jimmy Perron, Jimmy Hogan, Bernard Moulin

Exploiting Ontological Information for Reasoning with Preferences / 19
Gil Chamiel, Maurice Pagnucco

Preferences in Semi-Cooperative Agreement Problems / 25
Elisabeth Crawford, Manuela Veloso

Optimization of Preference Queries under Hard Sum Constraints / 31
Markus Endres, Werner Kießling

Evaluating the Benefits of Generalized Additive Representation in a Multiattribute Auction Setting / 37
Yagil Engel, Michael P. Wellman

Elicitation Strategies for Fuzzy Constraint Problems with Missing Preferences: An Experimental Study / 43
M. Gelain, M.S. Pini, F. Rossi, K. Venable, T. Walsh

Imprecise Soft Constraint Problems / 49
M. Gelain, M.S. Pini, F. Rossi, K. Venable, N. Wilson

Robust Solutions in Stackelberg Games: Addressing Boundedly Rational Human Preference Models / 55
Manish Jain, Fernando Ord&ocaute;ñez, James Pita, Christopher Portway, Milind Tambe, Craig Western, Praveen Paruchuri, Sarit Kraus

Extending to Soft and Preference Constraints a Framework for Solving Efficiently Structured Problems / 61
Philippe Jégou, Samba Ndojh Ndiaye, Cyril Terrioux

Decision Policy Design as Pareto-Minimization of Infeasible Lower Bounds / 67
Ulrich Junker, Alexis Tsoukiàs

NP-Completeness of Outcome Optimization for Partial CP-nets / 73
Keith Purrington, Edmund H. Durfee

Adapting to Resident Preferences in Smart Environments / 79
Parisa Rashidi, Diane J. Cook

Empirical Evaluation of Ranking Trees on Some Metalearning Problems / 85
Carla Rebelo, Carlos Soares, Joaquim Pinto da Costa

Computing Semantics of Preference with a Semantic Cognitive Map of Natural Language: Application to Mood Sensing from Text / 91
Alexei V. Samsonovich, Giorgio A. Ascoli

Consensus Methods for Reconstruction of Sibling Relationships from Genetic Data / 97
Saad I. Sheikh, Tanya Y. Berger-Wolf, Ashfaq A. Khokhar, Bhaskar DasGupta

On Planning with Preferences in HTN / 103
Shirin Sohrabi, Sheila A. McIlraith

Enabling Selective Automation of Human Decision-Making Using Rules as Preferences in a Service-industry Application / 110
Biplav Srivastava, SivaKiran YellamRaju

Metamodeling Approach to Preference Management in the Semantic Web / 116
Dilek Tapucu, Ozgu Can, Okan Bursa, Murat Osman Unalir

Logic-Based Preference Languages with Intermediate Complexity / 123
Joel Uckelman, Andreas Witzel

Comparing Preferences Expressed by CP-networks (Extended Abstract) / 128
Andrew W. Wicker, Jon Doyle

Democratic Approximation of Lexicographic Preference Models / 134
Fusun Yaman, Thomas J. Walsh, Michael L. Littman, Marie desJardins

Enabling Environment Design via Active Indirect Elicitation / 140
Haoqi Zhang, David C. Parkes

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