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Toward Deep Neural Networks
- WASD Neuronet Models, Algorithms, and Applications
Engelsk
Bogcover for Toward Deep Neural Networks af Chengxu Ye, Dechao Chen, Yunong Zhang, 9780367656492
Specifikationer
Sprog:
Engelsk
Sider:
340
ISBN-13:
9780367656492
Indbinding:
Paperback
ISBN-10:
0367656493
Udg. Dato:
30 sep 2020
Størrelse i cm:
25,4 x 17,8
Serie:
Chapman & Hall/CRC Artificial Intelligence and Robotics Series
Oplagsdato:
30 sep 2020

Toward Deep Neural Networks

- WASD Neuronet Models, Algorithms, and Applications
Engelsk
Paperback 2020
Format:

Bog beskrivelse

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


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    Specifikationer
    Sprog:
    Engelsk
    Sider:
    340
    ISBN-13:
    9780367656492
    Indbinding:
    Paperback
    ISBN-10:
    0367656493
    Udg. Dato:
    30 sep 2020
    Størrelse i cm:
    25,4 x 17,8
    Serie:
    Chapman & Hall/CRC Artificial Intelligence and Robotics Series
    Oplagsdato:
    30 sep 2020
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