会议信息
LION 2019: Learning and Intelligent OptimizatioN Conference
http://www.lion13.pem.tuc.gr截稿日期: |
2019-02-17 Extended |
通知日期: |
2019-03-17 |
会议日期: |
2019-05-27 |
会议地点: |
Chania, Greece |
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征稿
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.
最后更新 Dou Sun 在 2019-01-13
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全称 | 影响因子 | 出版商 |
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International Journal of E-Services and Mobile Applications | IGI Global | |
Network Security | Elsevier | |
Distributed Computing | 1.300 | Springer |
International Journal of Reliability, Quality and Safety Engineering | World Scientific | |
IET Electric Power Applications | IET | |
Signal & Image Processing : An International Journal | AIRCC | |
ACM Transactions on Interactive Intelligent Systems | 3.600 | ACM |
ACM Transactions on Modeling and Performance Evaluation of Computing Systems | 0.700 | ACM |
Frontiers in Neurorobotics | 2.600 | Frontiers Media S.A. |
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