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Introduction

In many real-world applications, especially in Artificial Intelligence, agents need to make decisions or to optimize functions under uncertain information. Successes in such applications stimulated the need to handle problems of ever increasing size and, by their decomposition ability, Graphical Models naturally imposed themselves as one of the most popular modeling and reasoning tool. The objective of this special track on “Graphical Models: from Theory to Applications” is to bring together researchers working on these models or exploiting them in their applications in order to share their experience and discuss the latest developments in this field. Graphical Models of interest for this special track include but are not limited to Bayesian networks, Markov random fields, credal networks, influence diagrams, factored Markov decision processes, sum-product networks, factor graphs. Prospective authors are invited to submit original papers to this Special Track.

Call for paper

Important date

2016-11-15
Draft paper submission deadline
2017-01-15
Draft paper acceptance notification

Submission Topics

Within the scope of this session, areas of interest include, but are not limited to:

  • Principles of graphical models of uncertainty

  • Principles of graphical models for decision making

  • Exact and approximate inference

  • Temporal reasoning with graphical models

  • Decision-theoretic planning and Markov decision processes

  • Learning graphical models

  • Elicitation of preferences represented with graphical models

  • Practical applications of graphical models

  • Software on graphical models

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Important Date
  • Conference Date

    Jun 27

    2017

    to

    Jun 30

    2017

  • Nov 15 2016

    Draft paper submission deadline

  • Jan 15 2017

    Draft Paper Acceptance Notification

  • Jun 30 2017

    Registration deadline