ABSTRACT
Toward Deep Neural Networks: WASD Neuronet Models, Algorithms, and Applications introduces the outlook and extension toward deep neural networks, with a focus on the weights-and-structure determination (WASD) algorithm. Based on the authors’ 20 years of research experience on neuronets, the book explores the models, algorithms, and applications of the WASD neuronet, and allows reader to extend the techniques in the book to solve scientific and engineering problems. The book will be of interest to engineers, senior undergraduates, postgraduates, and researchers in the fields of neuronets, computer mathematics, computer science, artificial intelligence, numerical algorithms, optimization, simulation and modeling, deep learning, and data mining.
Features
- Focuses on neuronet models, algorithms, and applications
- Designs, constructs, develops, analyzes, simulates and compares various WASD neuronet models, such as single-input WASD neuronet models, two-input WASD neuronet models, three-input WASD neuronet models, and general multi-input WASD neuronet models for function data approximations
- Includes real-world applications, such as population prediction
- Provides complete mathematical foundations, such as Weierstrass approximation, Bernstein polynomial approximation, Taylor polynomial approximation, and multivariate function approximation, exploring the close integration of mathematics (i.e., function approximation theories) and computers (e.g., computer algorithms)
- Utilizes the authors' 20 years of research on neuronets
TABLE OF CONTENTS
part I|1 pages
Single-Input-Single-Output Neuronet
part II|1 pages
Two-Input-Single-Output Neuronet
part III|1 pages
Three-Input-Single-Output Neuronet
part IV|1 pages
General Multi-Input Neuronet
part V|1 pages
Population Applications Using Chebyshev-Activation Neuronet
part VI|1 pages
Population Applications Using Power-Activation Neuronet
chapter Chapter 20|11 pages
WASD Neuronet versus BP Neuronet Applied to Russian Population Prediction
chapter Chapter 22|10 pages
WASD Neuronet versus BP Neuronet Applied to Chinese Population Prediction
part VII|1 pages
Other Applications