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Hardcover

Dimensionality Reduction in Data Science

$61.59 / copy at 25+ copies As low as $60.19 at 100+Your best volume price

Hardcover · 265 pages Springer International Publishing · 2022

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Hardcover
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About the book

Dimensionality Reduction in Data Science

This book provides a practical and fairly comprehensive review of Data Science through the lens of dimensionality reduction, as well as hands-on techniques to tackle problems with data collected in the real world. State-of-the-art results and solutions from statistics, computer science and mathematics are explained from the point of view of a practitioner in any domain science, such as biology, cyber security, chemistry, sports science and many others. Quantitative and qualitative assessment methods are described to implement and validate the solutions back in the real world where the problems originated.

The ability to generate, gather and store volumes of data in the order of tera- and exo bytes daily has far outpaced our ability to derive useful information with available computational resources for many domains.

This book focuses on data science and problem definition, data cleansing, feature selection and extraction,statistical, geometric, information-theoretic, biomolecular and machine learning methods for dimensionality reduction of big datasets and problem solving, as well as a comparative assessment of solutions in a real-world setting.

This book targets professionals working within related fields with an undergraduate degree in any science area, particularly quantitative. Readers should be able to follow examples in this book that introduce each method or technique. These motivating examples are followed by precise definitions of the technical concepts required and presentation of the results in general situations. These concepts require a degree of abstraction that can be followed by re-interpreting concepts like in the original example(s). Finally, each section closes with solutions to the original problem(s) afforded by these techniques, perhaps in various ways to compare and contrast dis/advantages to other solutions.


The book, Dimensionality Reduction in Data Science [Bulk, Wholesale, Quantity] ISBN#9783031053702 in Hardcover by may be ordered in bulk quantities. Minimum starts at 25 copies. Availability based on publisher status and quantity being ordered.

Details

Publisher
Springer International Publishing
Format
Hardcover
Published
Jul 29, 2022
ISBN-13
9783031053702
Pages
265
Printing
Printed on demand
Buying for a group

Dimensionality Reduction in Data Science in bulk: pricing

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CopiesPrice per copyYou save
25 – 49 $61.59 12% off list
50 – 99 $60.89 13% off list
100+ $60.19 14% off list
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