TY - BOOK AU - Zhang,Yunong AU - Chen,Dechao AU - Ye, Chengxu TI - Toward deep neural networks : : WASD neuronet models, algorithms, and applications SN - 9780367656492 U1 - 006.32 PY - 2020/// CY - Boca Raton PB - Chapman & Hall/CRC, KW - Neural networks (Computer science) KW - Business and Economics KW - Statistics N1 - Includes Index, bibliography and glossary; ; I Single-Input-Single-Output Neuronet; 1 Single-Input Euler-Polynomial WASD Neuronet ; 2 Single-Input Bernoulli-Polynomial WASD Neuronet ; 3 Single-Input Laguerre-Polynomial WASD Neuronet ; II Two-Input-Single-Output Neuronet ; 4 Two-Input Legendre-Polynomial WASD Neuronet ; 5 Two-Input Chebyshev-Polynomial-of-Class-1WASD Neuronet ; 6 Two-Input Chebyshev-Polynomial-of-Class-2 WASD Neuronet ; III Three-Input-Single-Output Neuronet ; 7 Three-Input Euler-Polynomial WASD Neuronet ; 8 Three-Input Power-Activation WASD Neuronet ; IV General Multi-Input Neuronet; 9 Multi-Input Euler-Polynomial WASD Neuronet ; 10 Multi-Input Bernoulli-Polynomial WASD Neuronet ; 11 Multi-Input Hermite-Polynomial WASD Neuronet ; 12 Multi-Input Sine-ActivationWASD Neuronet ; ; V Population Applications Using Chebyshev-Activation Neuronet; 13 Application to Asian Population Prediction ; 14 Application to European Population Prediction ; 15 Application to Oceania Population Prediction ; 16 Application to Northern American Population Prediction ; 17 Application to Indian Subcontinent Population Prediction ; 18 Application to World Population Prediction ; VI Population Applications Using Power-Activation Neuronet ; 19 Application to Russian Population Prediction ; 20 WASD Neuronet versus BP Neuronet Applied to Russia Population Prediction ; 21 Application to Chinese Population Prediction ; 22 WASD Neuronet versus BP Neuronet Applied to Chinese Population Prediction ; VII Other Applications ; 23 Application to USPD Prediction ; 24 Application to Time Series Prediction ; 25 Application to GFR Estimation N2 - This book introduces 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 ER -