Learning and Intelligent OptimizatioN Conference
LION 9 , Lille, FRANCE, Jan. 12-15, 2015.
Scope of the conference
The large variety of heuristic algorithms for hard optimization problems raises numerous interesting and challenging issues. Practitioners are confronted with the burden of selecting the most appropriate method, in many cases through an expensive algorithm configuration and parameter tuning process, and subject to a steep learning curve. Scientists seek theoretical insights and demand a sound experimental methodology for evaluating algorithms and assessing strengths and weaknesses. A necessary prerequisite for this effort is a clear separation between the algorithm and the experimenter, who, in too many cases, is "in the loop" as a crucial intelligent learning component. Both issues are related to designing and engineering ways of "learning" about the performance of different techniques, and ways of using past experience about the algorithm behavior to improve performance in the future. Intelligent learning schemes for mining the knowledge obtained from different runs or during a single run can improve the algorithm development and design process and simplify the applications of high-performance optimization methods. Combinations of algorithms can further improve the robustness and performance of the individual components provided that sufficient knowledge of the relationship between problem instance characteristics and algorithm performance is obtained.
This meeting, which continues the successful series of LION events (see LION 5 in Rome, LION 6 in Paris, LION 7 in Catania, and LION 8 in Gainesville), is exploring the intersections and uncharted territories between machine learning, artificial intelligence, mathematical programming and algorithms for hard optimization problems. The main purpose of the event is to bring together experts from these areas to discuss new ideas and methods, challenges and opportunities in various application areas, general trends and specific developments.
Proceedings
The proceedigns of LION 9 will be published in Lecture Notes in Computer Science.
Important dates
Session proposal: June 30th 2014
Paper submission: October 10th
2014 New deadline: October
23th 2014 (no more extensible)
Author Notification: November 25th 2014
Registration: Early registration until December 17th 2014
Camera ready for pre-proceedings: January 3rd 2015
Conference: January 12-15th 2015
Organization
Conference Organizers:
Sponsors
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