posted by user: Ritt || 5731 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

Federated Learning in IOT Cybersecurity 2021   PeerJ Computer Science - Federated Learning for Cybersecurity in Internet of Things
IEEE COINS 2022   IEEE COINS 2022: Hybrid (3 days on-site | 2 days virtual)
IJCAI 2022   31st International Joint Conference on Artificial Intelligence
FAIML 2022   2022 International Conference on Frontiers of Artificial Intelligence and Machine Learning (FAIML 2022)
Bioinspired Intelligent Algorithms 2021   Special Issue Bioinspired Intelligent Algorithms for Optimization, Modeling and Control: Theory and Applications
ICML 2022   39th International Conference on Machine Learning
ICDLT--ACM, Ei, Scopus 2022   ACM--2022 6th International Conference on Deep Learning Technologies (ICDLT 2022)--Ei Compendex, Scopus
ACM--ICMLT--Ei and Scopus 2022   ACM--2022 7th International Conference on Machine Learning Technologies (ICMLT 2022)--Ei Compendex, Scopus
Sensors-SI-ISHMA 2021   [Sensors, IF 3.275] Special Issue on Intelligent Sensors for Human Motion Analysis
FIEE 2022   MDPI Education Sciences Journal - Future Intelligent Educational Environments: Innovations, Challenges and Applications -- Scopus 2022