a new play off app roach in league Championship Algorithm for Solving Large-Scale Support Vector Machine Problems
سال انتشار: 1395
نوع سند: مقاله ژورنالی
زبان: انگلیسی
مشاهده: 422
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شناسه ملی سند علمی:
JR_IJIEPR-27-1_005
تاریخ نمایه سازی: 2 آبان 1396
چکیده مقاله:
There are numerous methods for solving large-scale problems in which some of them are very flexible and efficient in both linear and non-linear cases. The League championship algorithm is such an algorithm which may be used in these types of problems. In the current paper, a new play-off approach will be adapted to league championship algorithm for solving large-scale problems. The proposed algorithm will be used for solving large-scale support vector machine model which is a quadratic optimization problem and cannot be solved in a polynomial time using exact algorithms or effectively using traditional heuristics. The effectiveness and efficiency of the new algorithm will be compared to traditional one in terms of the quality and computational time measures.
کلیدواژه ها:
Support Vector Machine.League Championship Algorithm.Quadratic Optimization ، Large-.Scale Optimization ، Met heuristics
نویسندگان
ali nedaie
Department of Industrial Engineering, Parand Islamic Azad University
farid khoshalhan
Department of Industrial Engineering, K.N.Toosi University of Technology