کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
532527 869964 2002 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Linear programming support vector machines
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر چشم انداز کامپیوتر و تشخیص الگو
پیش نمایش صفحه اول مقاله
Linear programming support vector machines
چکیده انگلیسی

Based on the analysis of the conclusions in the statistical learning theory, especially the VC dimension of linear functions, linear programming support vector machines (or SVMs) are presented including linear programming linear and nonlinear SVMs. In linear programming SVMs, in order to improve the speed of the training time, the bound of the VC dimension is loosened properly. Simulation results for both artificial and real data show that the generalization performance of our method is a good approximation of SVMs and the computation complex is largely reduced by our method.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Pattern Recognition - Volume 35, Issue 12, December 2002, Pages 2927–2936
نویسندگان
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