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Studies in Big Data

Big Data: Conceptual Analysis and Applications

Authors: Zgurovsky, Michael Z., P. Zaychenko, Yuriy

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  • Applies methods of modern mathematics and system analytics to the analysis of big data
  • Extracts hidden regularities from these data
  • Presents conventional tools of data mining and novel efficient methods and tools especially developed for this goal
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eBook $109.00
price for USA in USD (gross)
  • ISBN 978-3-030-14298-8
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $149.99
price for USA in USD
  • ISBN 978-3-030-14297-1
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
About this book

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.

 


Table of contents (4 chapters)

Table of contents (4 chapters)
  • The Cluster Analysis in Big Data Mining

    Pages 1-42

    Zgurovsky, Michael Z. (et al.)

  • Deep Neural Networks and Hybrid GMDH-Neuro-fuzzy Networks in Big Data Analysis

    Pages 43-95

    Zgurovsky, Michael Z. (et al.)

  • Pattern Recognition in Big Data Analysis

    Pages 97-139

    Zgurovsky, Michael Z. (et al.)

  • Intellectual Analysis of Systemic World Conflicts and Global Forecast for the 21st Century

    Pages 141-277

    Zgurovsky, Michael Z. (et al.)

Buy this book

eBook $109.00
price for USA in USD (gross)
  • ISBN 978-3-030-14298-8
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $149.99
price for USA in USD
  • ISBN 978-3-030-14297-1
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Big Data: Conceptual Analysis and Applications
Authors
Series Title
Studies in Big Data
Series Volume
58
Copyright
2020
Publisher
Springer International Publishing
Copyright Holder
Springer Nature Switzerland AG
eBook ISBN
978-3-030-14298-8
DOI
10.1007/978-3-030-14298-8
Hardcover ISBN
978-3-030-14297-1
Series ISSN
2197-6503
Edition Number
1
Number of Pages
XXIII, 277
Number of Illustrations
75 b/w illustrations, 54 illustrations in colour
Topics