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Mathematical Foundations of Big Data Analytics free ebook download

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Author(s):	Vladimir Shikhman, David MГјller

Date:	2021-03-13	Format:	PDF	Language:	English	ISBN/ASIN:	3662625202
Pages:		OCR:		Quality:		ISBN13:
Uploader:	maveriks	Upload Date:	2/13/2021 6:08:06 AM

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In this textbook, basic mathematical models used in Big Data Analytics are presented and application-oriented references to relevant practical issues are made. Necessary mathematic tools are examined and applied to current problems of data analysis, such as brand loyalty, portfolio selection, credit investigation, quality control, product clustering, asset pricing etc.  mainly in an economic context. In addition, we discuss interdisciplinary applications to biology, linguistics, sociology, electrical engineering, computer science and artificial intelligence. For the models, we make use of a wide range of mathematics  from basic disciplines of numerical linear algebra, statistics and optimization to more specialized game, graph and even complexity theories. By doing so, we cover all relevant techniques commonly used in Big Data Analytics.Each chapter starts with a concrete practical problem whose primary aim is to motivate the study of a particular Big Data Analytics technique. Next, mathematical results follow  including important definitions, auxiliary statements and conclusions arising. Case-studies help to deepen the acquired knowledge by applying it in an interdisciplinary context. Exercises serve to improve understanding of the underlying theory. Complete solutions for exercises can be consulted by the interested reader at the end of the textbook  for some which have to be solved numerically, we provide descriptions of algorithms in Python code as supplementary material.This textbook has been recommended and developed for university courses in Germany, Austria and Switzerland.

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2963004	Book	https://nitroflare.com/view/AB8CAE9E7EB2...		18.60	maveriks

Tags: Analytics Data Foundations Mathematical

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Mathematical Foundations of Big Data Analytics free ebook download

Category: Programming

Description: Click to see full description

Category:
Programming