KBER: A kernel bandwidth estimate using the Ricci curvature
نوع المنشور
بحث أصيل
المؤلفون
النص الكامل
تحميل

The choice of a bandwidth can affect dramatically the accuracy of classification methods relying on it. Recently, a large number of methods to choose the bandwidth have been developed. This article presents a simple method called KBER to estimate the bandwidth using the average Ricci curvature of ɛ− graphs. The Radial Basis Function kernel (RBF) has been chosen in our work for its simplicity and its popularity in this kind of research; it is also possible to apply our method to any kernel with the same kind of parameter.

المجلة
العنوان
Communications in Statistics - Theory and Methods
الناشر
Taylor & Francis
بلد الناشر
الولايات المتحدة الأمريكية
Indexing
Scopus
معامل التأثير
None
نوع المنشور
Both (Printed and Online)
المجلد
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السنة
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الصفحات
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