کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
406654 678103 2012 6 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Statistical properties of support vector machines with forgetting factor
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Statistical properties of support vector machines with forgetting factor
چکیده انگلیسی

Introducing a forgetting factor allows a support vector machine to solve time-varying problems adaptively. However, the exponential forgetting factor proposed in an earlier work does not ensure convergence of average generalization error even for a simple linearly separable problem. To guarantee convergence, we propose a factorial forgetting factor which decays factorially over time. We approximately derive the average generalization error of the factorial forgetting factor as well as that of the exponential forgetting factor using a simple one-dimensional problem, and confirm our theory by computer simulations. Finally, we show that our theory can be extended to arbitrary types of forgetting factors for simple linearly separable cases.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Neural Networks - Volume 27, March 2012, Pages 45–50
نویسندگان
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