Graph Embedded Nonparametric Mutual Information for Supervised Dimensionality Reduction
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نوع المصدر |
مقال
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بيانات التأليف |
Bouzas, D. (Author)
Arvanitopoulos, N. (Author)
Tefas, A. (Author)
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بيانات الدورية المصدر |
العنوان:
IEEE Transactions on Neural Networks and Learning Systems
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رقم المجلد/ العدد: 2015/MAY V.26 N.5
رقم الإستدعاء: 006 ITN الموقع: Periodicals & References Hall - 2nd floor
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الوصف المادي |
p 951 - 963
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رأس الموضوع/ الواصفات |
Computer
(12522)
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المستخلص |
In this paper, we propose a novel algorithm for dimensionality reduction that uses as a criterion the mutual information (MI) between the transformed data and their corresponding class labels. The MI is a powerful criterion that can be used as a proxy to the Bayes error rate. Furthermore, recent quadratic nonparametric implementations of MI are computationally efficient and do not require any prior assumptions...
المستخلص الكامل
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| المزيد من المقالات من
الدورية:
IEEE Transactions on Neural Networks and Learning Systems
(1903)
العدد: 2015/MAY V.26 N.5
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