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Автор: Michael Z. Zgurovsky, Yuriy P. Zaychenko
Издательство: Springer
ISBN: 3030142973
Год: 2019 (2020 Edition)
Страниц: 298
Язык: английский
Формат: pdf (true), epub
Размер: 13.6 MB
The book is devoted to the analysis of big data in order to extract from these data hidden patterns necessary for making decisions about the rational behavior of complex systems with the different nature that generate this data. To solve these problems, a group of new methods and tools is used, based on the self-organization of computational processes, the use of crisp and fuzzy cluster analysis methods, hybrid neural-fuzzy networks, and others. The book solves various practical problems. In particular, for the tasks of 3D image recognition and automatic speech recognition large-scale neural networks with applications for Deep Learning systems were used. Application of hybrid neuro-fuzzy networks for analyzing stock markets was presented.