Models of Neurons and Perceptrons: Selected Problems and Challenges - Andrzej Bielecki
Title
Models of Neurons and Perceptrons: Selected Problems and Challenges
Models of Neurons and Perceptrons: Selected Problems and Challenges
Author
Andrzej Bielecki
Andrzej Bielecki
format
Hardback
Hardback
Publisher
Springer
Springer
Language
English
English
UK Publication Date
20180528
20180528
This book describes models of the neuron and multilayer neural structures, with a particular focus on mathematical models. It also discusses electronic circuits used as models of the neuron and the synapse, and analyses the relations between the circuits and mathematical models in detail.
The first part describes the biological foundations and provides a comprehensive overview of the artificial neural networks. The second part then presents mathematical foundations, reviewing elementary topics, as well as lesser-known problems such as topological conjugacy of dynamical systems and the shadowing property. The final two parts describe the models of the neuron, and the mathematical analysis of the properties of artificial multilayer neural networks.
Combining biological, mathematical and electronic approaches, this multidisciplinary book it useful for the mathematicians interested in artificial neural networks and models of the neuron, for computer scientists interested in formal foundations of artificial neural networks, and for the biologists interested in mathematical and electronic models of neural structures and processes.
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Type
BOOK
Edition
1st Edition 2019
Country of Publication
Switzerland
Number of Pages
156