Output Sensitivity of MLPs Derived from Statistical Expectation - Softcover

Zeng, Xiaoqin

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

Inhaltsangabe

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.

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Über die Autorin bzw. den Autor

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.

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Verlag
金琅学术出版社
Erscheinungsdatum
2017
Sprache
Englisch
ISBN 10 
3639829891
ISBN 13 
9783639829891
Einband
Taschenbuch
Anzahl der Seiten
116
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
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