[PlanetKR] MPREF 2014: Multidisciplinary Workshop on Advances in Preference Handling (at AAAI 2014)
Paul Weng
paul.weng at lip6.fr
Tue Mar 4 12:23:07 EST 2014
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M-PREF14: CALL FOR PAPERS
8th Multidisciplinary Workshop on Advances in Preference Handling
July 27-28, 2014, Quebec, Canada, in conjunction with AAAI 2014
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Workshop website:
http://ursaminor.informatik.uni-augsburg.de/mpref/mpref2014
Preference handling has become a flourishing topic. There are many
interesting results, good examples for cross-fertilization between
disciplines, and many new questions.
Preferences are a central concept of decision making. As preferences are
fundamental for the analysis of human choice behavior, they are becoming
of increasing importance for computational fields such as artificial
intelligence, databases, and human-computer interaction. Preference
models are needed in decision-support systems such as web-based
recommender systems, in automated problem solvers such as configurators,
and in autonomous systems such as Mars rovers. Nearly all areas of
artificial intelligence deal with choice situations and can thus benefit
from computational methods for handling preferences. Moreover, social
choice methods are also of key importance in computational domains such
as multi-agent systems.
This broadened scope of preferences leads to new types of preference
models, new problems for applying preference structures, and new kinds
of benefits. Preferences are studied in many areas of artificial
intelligence such as knowledge representation, multi-agent systems, game
theory, social choice, constraint satisfaction, decision making,
decision-theoretic planning, and beyond. Preferences are inherently a
multi-disciplinary topic, of interest to economists, computer
scientists, operations researchers, mathematicians and more.
This workshop promotes this broadened scope of preference handling and
continues a series of events on preference handling at AAAI-02, Dagstuhl
in 2004, IJCAI-05, ECAI-06, VLDB-07, AAAI-08, ADT-09, ECAI-2010,
ECAI-2012, and IJCAI-13. Since 2008, this series of workshops is
organized by the multidisciplinary working group on Advances in
Preference Handling, which is affiliated to the Association of European
Operational Research Societies EURO.
The workshop provides a forum for presenting advances in preference
handling and for exchanging experiences between researchers facing
similar questions, but coming from different fields. The workshop builds
on the large number of AI researchers working on preference-related
issues, but also seeks to attract researchers from databases,
multi-criteria decision making, economics, etc.
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TOPICS OF INTEREST
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The workshop on Advances in Preferences Handling addresses all
computational aspects of preference handling. This includes methods for
the elicitation, learning, modeling, representation, aggregation, and
management of preferences and for reasoning about preferences. The
workshop studies the usage of preferences in computational tasks from
decision making, database querying, web search, personalized
human-computer interaction, personalized recommender systems,
e-commerce, multi-agent systems, game theory, social choice,
combinatorial optimization, planning and robotics, automated problem
solving, perception and natural language understanding and other
computational tasks involving choices. The workshop seeks to improve the
overall understanding of the benefits of preferences for those tasks.
Another important goal is to provide cross-fertilization between
different fields.
Preference handling in artificial intelligence
* Qualitative decision theory
* Non-monotonic reasoning
* Preferences in logic programming
* Preferences for soft constraints in constraint satisfaction
* Preferences for search and optimization
* Preferences for AI planning
* Preferences reasoning about action and causality
* Preference logic
Preference handling in database systems
* Preference query languages for SQL and XML
* Algebraic and cost-based optimization of preference queries
* Top-k algorithms and cost models
* Ranking relational data and rank-aware query processing
* Skyline query evaluation
* Preference management and repositories
* Personalized search engines
* Preference recommender systems
Preference handling in multiagent systems
* Game theory
* (Combinatorial) auctions and exchanges
* Social choice, voting, and other rating/ranking systems
* Mechanism design and incentive compatibility
Applications of preferences
* Web search
* Decision making
* Combinatorial optimization and other problem solving tasks
* Personalized human-computer interaction
* Personalized recommendation systems
* e-commerce and m-commerce
Preference elicitation
* Preference elicitation in multi-agent systems
* Preference elicitation with incentive-compatibility
* Learning of preferences
* User preference mining
* Revision of preferences
Preference representation and modeling
* Linear and non-linear utility representations
* Multiple criteria/attributes
* Qualitative decision theory
* Graphical models
* Logical representations
* Soft constraints
* Relations between qualitative and quantitative approaches
Properties and semantics of preferences
* Preference and choice
* Preference composition, merging, and aggregation
* Incomplete or inconsistent preferences
* Intransitive indifference
* Reasoning about preferences
Comparison of approaches, cross-fertilization, interdisciplinary work
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SUBMISSION
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Researchers interested in preference handling from AI, OR, DB, CS or
other computational fields may submit a paper not longer than 6 pages,
including figures, tables, proofs, references, etc. in PDF. Papers must
be formatted in AAAI style and submitted via the Easy Chair system:
https://www.easychair.org/conferences/?conf=mpref14
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IMPORTANT DATES
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* April 10, 2014: Workshop paper submission deadline.
* May 01, 2014: Notification on workshop paper submissions.
* May 15, 2014: Camera-ready copy due to organizers.
* July 27-28, 2014: M-PREF’14 Workshop.
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WORKSHOP CHAIRS
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Darius Braziunas, Kobo Inc, Toronto, Canada
Markus Endres, University of Augsburg, Germany
K. Brent Venable, Tulane University and IHMC, USA
Paul Weng, Univ. Pierre et Marie Curie, France
Lirong Xia, Rensselaer Polytechnic Institute, Troy, NY, USA
Best,
--
Paul Weng
Associate Professor / Maître de conférences
LIP6, UPMC Bur. 406 (26-00)
Boite courrier 169 Tel: 01 44 27 88 64
4 place Jussieu Fax: 01 44 27 88 89
75005 Paris, France http://www-desir.lip6.fr/~weng/
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