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Models of Neurons and Perceptrons: Selected Problems and Challenges

Models of Neurons and Perceptrons: Selected Problems and Challenges

Hardcover

Series: Studies in Computational Intelligence, Book 770

Technology & EngineeringGeneral ComputersGeneral Mathematics

ISBN10: 3319901397
ISBN13: 9783319901398
Publisher: Springer Nature
Published: May 28 2018
Pages: 156
Weight: 0.90
Height: 0.44 Width: 6.14 Depth: 9.21
Language: English
Introduction.- Part I: Preliminaries.- Foundations of artificial neural networks.- Part II: Mathematical foundations.- General foundations.- Foundations of dynamical systems theory.- Part III: Mathematical models of the neuron.- Models of the whole neuron.- Models of parts of the neuron.- Part IV: Mathematical models of the perceptron.- General model of the perceptron.- Linear perceptrons.- Weakly nonlinear perceptrons.- Nonlinear perceptrons.- Concluding remarks and comments.

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