Output Sensitivity of MLPs Derived from Statistical Expectation - Couverture souple

Zeng, Xiaoqin

 
9783639829891: Output Sensitivity of MLPs Derived from Statistical Expectation
Couverture souple
ISBN 10 : 3639829891 ISBN 13 : 9783639829891
Editeur : 金琅学术出版社, 2017

Synopsis

This book presents output sensitivity of the most popular feedforward neural network, MLPs (Multi-Layer Perceptrons), with respect to input and weight perturbations. Based on the structural features of MLPs, a bottom-up approach is proposed, in which the sensitivity of a neuron is considered first, then is that of a layer, and finally an entire network. Besides, applications of the sensitivity are also discussed.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l'auteur

Xiaoqin Zeng received BS degree from Nanjing University, MS degree from Southeast University and PhD degree from Hong Kong Polytechnic University. He currently is a professor, PhD student supervisor at Hohai University, has successfully taken charge of research projects awarded by National Natural Science Foundation of China, and has published research papers in some top academic Journals. His research interests include Computational Intelligence and machine learning etc.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
金琅学术出版社
Date d'édition
2017
Langue
anglais
ISBN 10 
3639829891
ISBN 13 
9783639829891
Reliure
Broché
Nombre de pages
116
Coordonnées du fabricant
non disponible
Personne responsable
non disponible