Multi-Valued and Universal Binary Neurons

Multi-Valued and Universal Binary Neurons deals with two new types of neurons: multi-valued neurons and universal binary neurons. These neurons are based on complex number arithmetic and are hence much more powerful than the typical neurons used in artificial neural networks.

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Therefore, networks with such neurons exhibit a broad functionality. They can not only realise threshold input/output maps but can also implement any arbitrary Boolean function. Two learning methods are presented whereby these networks can be trained easily. The broad applicability of these networks is proven by several case studies in different fields of application: image processing, edge detection, image enhancement, super resolution, pattern recognition, face recognition, and prediction.

Weight 1 kg
Dimensions 25 × 17 × 2 cm
Book Author

Igor Aizenberg, Naum N. Aizenberg

Edition

1st

Format

Hardback

ISBN

9780792378242

Language

English

Pages

276

Publication Year

Publisher

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