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Mathematical Gnostics : Advanced Data Analysis for Research and Engineering Practice

By: Pavel Kovanic (Author)

Manufacture on Demand

Ksh 14,450.00

Format: Paperback or Softback

ISBN-10: 103242351X

ISBN-13: 9781032423517

Publisher: Taylor & Francis Ltd

Imprint: CRC Press

Country of Manufacture: GB

Country of Publication: GB

Publication Date: Oct 8th, 2024

Publication Status: Active

Product extent: 322 Pages

Weight: 630.00 grams

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  • Description

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The focus of the book will be concentrated to the step-by-step explanation of applications of the algorithms to real data which are met in daily practice by all data analysts, with particulr focus on chemcial engineering. The book will lead readers through all relevant tasks on one-dimensional, two-dimensional, and multi-dimensional data analysis.

The book describes the theoretical principles of nonstatistical methods of data analysis but without going deep into complex mathematics. The emphasis is laid on presentation of solved examples of real data either from authors'' laboratories or from open literature. The examples cover wide range of applications such as quality assurance and quality control, critical analysis of experimental data, comparison of data samples from various sources, robust linear and nonlinear regression as well as various tasks from financial analysis. The examples are useful primarily for chemical engineers including analytical/quality laboratories in industry, designers of chemical and biological processes.

Features:

  • Exclusive title on Mathematical Gnostics with multidisciplinary applications, and specific focus on chemical engineering.
  • Clarifies the role of data space metrics including the right way of aggregation of uncertain data.
  • Brings a new look on the data probability, information, entropy and thermodynamics of data uncertainty.
  • Enables design of probability distributions for all real data samples including smaller ones.
  • Includes data for examples with solutions with exercises in R or Python.

The book is aimed for Senior Undergraduate Students, Researchers, and Professionals in Chemical/Process Engineering, Engineering Physics, Stats, Mathematics, Materials, Geotechnical, Civil Engineering, Mining, Sales, Marketing and Service, and Finance.


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