Información de la conferencia
LION 2019: Learning and Intelligent OptimizatioN Conference
http://www.lion13.pem.tuc.grDía de Entrega: |
2019-02-17 Extended |
Fecha de Notificación: |
2019-03-17 |
Fecha de Conferencia: |
2019-05-27 |
Ubicación: |
Chania, Greece |
Vistas: 5775 Seguidores: 0 Asistentes: 0
Solicitud de Artículos
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, is aimed at 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.
Última Actualización Por Dou Sun en 2019-01-13
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c | ACM Transactions on Interactive Intelligent Systems | ACM | 2160-6455 | |
Journal of Information and Organizational Sciences | University of Zagreb | 1846-3312 | ||
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Journal of Information Science Theory and Practice | KISTI | 2287-9099 | ||
International Journal of Artificial Intelligence & Applications | AIRCC | 0976-2191 | ||
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a | ACM Transactions on Architecture and Code Optimization | ACM | 1544-3566 | |
c | SIAM Journal on Discrete Mathematics | 0.755 | SIAM | 0895-4801 |
c | International Journal of Intelligent Systems | John Wiley & Sons, Ltd | 1098-111X |
Nombre Completo | Factor de Impacto | Editor |
---|---|---|
ACM Transactions on Interactive Intelligent Systems | ACM | |
Journal of Information and Organizational Sciences | University of Zagreb | |
Combinatorics, Probability and Computing | 0.970 | Cambridge University Press |
International Journal of Document Analysis and Recognition | 0.405 | Springer |
Journal of Information Science Theory and Practice | KISTI | |
International Journal of Artificial Intelligence & Applications | AIRCC | |
Journal of Combinatorial Optimization | 1.195 | Springer |
ACM Transactions on Architecture and Code Optimization | ACM | |
SIAM Journal on Discrete Mathematics | 0.755 | SIAM |
International Journal of Intelligent Systems | John Wiley & Sons, Ltd |
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