Statistical Inference and Machine Learning for Big Data

Statistical Inference and Machine Learning for Big Data - Springer Series in the Data Sciences

Paperback (01 Dec 2023)

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Publisher's Synopsis

This book presents a variety of advanced statistical methods at a level suitable for advanced undergraduate and graduate students as well as for others interested in familiarizing themselves with these important subjects. It proceeds to illustrate these methods in the context of real-life applications in a variety of areas such as genetics, medicine, and environmental problems.

The book begins in Part I by outlining various data types and by indicating how these are normally represented graphically and subsequently analyzed. In Part II, the basic tools in probability and statistics are introduced with special reference to symbolic data analysis. The most useful and relevant results pertinent to this book are retained. In Part III, the focus is on the tools of machine learning whereas in Part IV the computational aspects of BIG DATA are presented.

This book would serve as a handy desk reference for statistical methods at the undergraduate and graduate level as well as be useful in courses which aim to provide an overview of modern statistics and its applications.


Book information

ISBN: 9783031067860
Publisher: Springer International Publishing
Imprint: Springer
Pub date:
DEWEY: 005.7
DEWEY edition: 23
Language: English
Number of pages: 431
Weight: 1016g
Height: 279mm
Width: 210mm
Spine width: 23mm