posted by user: Ritt || 2691 views || tracked by 13 users: [display]

LION 2019 : Learning and Intelligent Optimization

FacebookTwitterLinkedInGoogle


Conference Series : Learning and Intelligent Optimization
 
Link: http://www.lion13.pem.tuc.gr
 
When May 27, 2019 - May 31, 2019
Where Chania, Greece
Submission Deadline Jan 13, 2019
Notification Due Feb 17, 2019
Final Version Due Mar 17, 2019
Categories    machine learning   artificial intelligence   mathematical programming   algorithms for hard problems
 

Call For Papers

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.

Related Resources

ICMLA 2019   18th IEEE International Conference on Machine Learning and Applications
ICMLC--ACM, Ei and Scopus 2020   ACM--2020 12th International Conference on Machine Learning and Computing (ICMLC 2020)--SCOPUS, Ei Compendex
FAIML 2019   2019 International Conference on Frontiers of Artificial Intelligence and Machine Learning (FAIML 2019)
ICIIP 2019   【ACM ICPS EI SCOPUS】2019 4th International Conference on Intelligent Information Processing
NIPS 2019   Thirty-third Conference on Neural Information Processing Systems
ICMLSC--Ei Compendex & Scopus 2020   2020 The 4th International Conference on Machine Learning and Soft Computing (ICMLSC 2020)--Ei Compendex & Scopus
ICAIML 2019   【Atlantis CPCI Web of Science】2019 1st International Conference on Artificial Intelligence and Machine Learning
COMML 2020   International Conference on Optimization, Metaheuristics and Machine Learning
IEEE ICDM 2019   ICDM 2019: The 19th IEEE International Conference on Data Mining
NTIJ 2019   Nanoscience and Technology: An International Journal