Output Sensitivity of MLPs Derived from Statistical Expectation

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....

By Xiaoqin Zeng
Paperback: 116 pages
Publisher: 金琅学术出版社 (February 24, 2017)
Language: English
ISBN-10: 3639829891
ISBN-13: 978-3639829891
Product Dimensions: 5.9 x 0.3 x 8.7 inches
Format: PDF Text TXT ebook

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