Big Data: Conceptual Analysis and Applications

Author:   Michael Z. Zgurovsky ,  Yuriy P. Zaychenko
Publisher:   Springer Nature Switzerland AG
Edition:   1st ed. 2020
Volume:   58
ISBN:  

9783030142971


Pages:   277
Publication Date:   29 March 2019
Format:   Hardback
Availability:   Manufactured on demand   Availability explained
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Big Data: Conceptual Analysis and Applications


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Overview

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.  

Full Product Details

Author:   Michael Z. Zgurovsky ,  Yuriy P. Zaychenko
Publisher:   Springer Nature Switzerland AG
Imprint:   Springer Nature Switzerland AG
Edition:   1st ed. 2020
Volume:   58
Weight:   0.623kg
ISBN:  

9783030142971


ISBN 10:   3030142973
Pages:   277
Publication Date:   29 March 2019
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

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. 

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