Big data : conceptual analysis and applications / Michael Z. Zgurovsky, Yuriy P. Zaychenko.
2020
QA76.9.B45
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Details
Title
Big data : conceptual analysis and applications / Michael Z. Zgurovsky, Yuriy P. Zaychenko.
ISBN
9783030142988 (electronic book)
3030142981 (electronic book)
9783030142971
3030142981 (electronic book)
9783030142971
Published
Cham, Switzerland : Springer, [2020].
Language
English
Description
1 online resource (xxiii, 277 pages) : illustrations.
Item Number
10.1007/978-3-030-14298-8 doi
Call Number
QA76.9.B45
Dewey Decimal Classification
005.7
Summary
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. The analysis of big historical, economic and physical data revealed the hidden Fibonacci pattern about the course of systemic world conflicts and their connection with the Kondratieff big economic cycles and the Schwabe-Wolf solar activity cycles. The book is useful for system analysts and practitioners working with complex systems in various spheres of human activity. .
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Access limited to authorized users.
Source of Description
Online resource; title from PDF title page (SpringerLink, viewed March 29, 2019).
Added Author
Zaychenko, Yuriy P., author.
Series
Studies in big data ; v. 58.
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Table of Contents
Cluster Analysis in Big Data Mining.- Deep Neural Networks and Hybrid GMDH
Neuro-fuzzy Networks in Big Data Analysis.- Pattern Recognition in Big Data Analysis.- Intellectual analysis of systemic world conflicts and global forecast for the 21st century.
Neuro-fuzzy Networks in Big Data Analysis.- Pattern Recognition in Big Data Analysis.- Intellectual analysis of systemic world conflicts and global forecast for the 21st century.