Connectionists: CFP: IEEE ADPRL 2007, Honolulu, Hawaii
Csaba Szepesvari
csaba.szepesvari at ualberta.ca
Mon Sep 25 01:04:50 EDT 2006
Apologies for cross-posting!
IEEE International Symposium on Approximate Dynamic Programming and
Reinforcement Learning, Honolulu, Hawaii, April 1-5, 2007
Call for Contributed Papers and Special Sessions
The IEEE International Symposium on Approximate Dynamic Programming and
Reinforcement Learning will be held as part of the Symposium Series on
Computational Intelligence (SSCI). The area of Approximate Dynamic
Programming and Reinforcement Learning is a fusion of a number of
research areas in engineering, mathematics, artificial intelligence,
operations research, and systems and control theory. 50 years after
Richard Bellman's pioneering work on dynamic programming in 1957, this
symposium will provide a remarkable opportunity for the academic and
industrial community to address new challenges and share solutions, and
define promising future research directions. The main challenge
introduced by Bellman and which still remains a widely open question is
the famous "curse of dimensionality". The theme of this year's symposium
is "breaking the curse of dimensionality". A systems approach is
required to address new problems of this challenging and promising
area, and designing biologically-inspired intelligent systems may be an
interesting way to address the problems. All research directions towards
"breaking the curse" will be welcome! The symposium will feature plenary
speeches from academia, NSF or DARPA, and industry, industrial panel
sessions, funding agency panel sessions, poster sessions, and
invited/special sessions.
Technical topics of the symposium include but are not limited to:
"Towards breaking the curse!"
Parsimoneous function representation
Convergence and performance bounds of ADP
Complexity issues in RL and ADP
Statistical learning and RL, PAC bounds for RL
Monte-Carlo and quasi Monte-Carlo methods
Direct policy search, actor-critic methods
Adaptive feature discovery
Learning rules and architectures for RL
Sensitivity analysis for policy gradient estimation
Neuroscience and biologically inspired control
Partially observable Markov decision processes
Distributed intelligent systems
Multi-agent systems
Multi-level multi-objective optimization
Kernel methods and value function representation
Applications of ADP and RL
PAPER SUBMISSION
Prospective authors are invited to submit complete papers of no more
than eight (8) pages in IEEE two-column format, including results,
figures, tables and references. Authors should submit their papers in
PDF format through the online submission system, which will be available
at the website http://www.ieee-ssci.org. A LaTeX style file and a
Microsoft Word template are available from the IEEE web site
(http://www.ieee.org/pubs/transactions/stylesheets.xml). The title page
of the paper should include author name(s), affiliation, mailing
address, telephone, fax, and e-mail address. Prospective authors are
expected to present their papers at the symposium.
IMPORTANT DATES
Special session proposals deadline: October 15, 2006
Paper submission deadline: November 1, 2006
Notification of acceptance: December 1, 2006
Camera-ready copy due: January 15, 2007
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