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Complex-Valued Neural Networks with Multi-Valued Neurons

Dutch, Igor Aizenberg, 2016
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The book "Complex-Valued Neural Networks with Multi-Valued Neurons" by Igor Aizenberg offers a comprehensive examination of the theory and applications of Multi-Valued Neurons (MVN). MVNs are complex-valued neurons whose inputs and outputs lie on the unit circle. They are characterized by an activation function that depends solely on the phase of the weighted sum. These neurons enable an effective learning method based on a corrective rule that does not require derivatives. The book discusses the ability of MVNs to learn non-linearly separable problems, such as the XOR problem. Additionally, the application of MVNs in multilayer neural networks (MLMVN) is explained, which exhibit superior learning speed and generalization capability. The concepts and techniques presented are significant for both theoretical and practical applications in the field of machine learning.

Key specifications

Language
Dutch
topic
Lexicons
Author
Igor Aizenberg
Book cover
Paperback
Year
2016
Item number
55946233

General information

Publisher
Springer
Category
Reference books
Release date
11.3.2025

Book properties

topic
Lexicons
Language
Dutch
Author
Igor Aizenberg
Year
2016
Book cover
Paperback
Year
2016

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  • 43.Penguin Random House
    0,1 %
  • 43.rororo
    0,1 %
  • 43.Springer
    0,1 %
  • 43.Urban & Fischer
    0,1 %
  • 47.Beck C.H.
    0,2 %

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  • Springer
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  • 1.HarperCollins
    0 days
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Return rate

How often is a product of this brand in the «Reference books» category returned?

Source: Galaxus
  • 55.Pearson Studium
    0,9 %
  • 55.Simon & Schuster
    0,9 %
  • 55.Springer
    0,9 %
  • 58.Avery Publishing Group
    1 %
  • 58.Piper
    1 %
Source: Galaxus