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Granular Computing Based Machine Learning: A Big Data Processing Approach (Studies in Big Data #35) book cover by Han Liu, Mihaela Cocea
Hardcover

Granular Computing Based Machine Learning: A Big Data Processing Approach (Studies in Big Data #35)

by Han Liu and Mihaela Cocea

$114.39 / copy at 25+ copies As low as $111.79 at 100+Your best volume price

Hardcover · 113 pages Springer International Publishing · 2017

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Hardcover
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About the book

Granular Computing Based Machine Learning

This book explores the significant role of granular computing in advancing machine learning towards in-depth processing of big data. It begins by introducing the main characteristics of big data, i.e., the five Vs—Volume, Velocity, Variety, Veracity and Variability. The book explores granular computing as a response to the fact that learning tasks have become increasingly more complex due to the vast and rapid increase in the size of data, and that traditional machine learning has proven too shallow to adequately deal with big data.  
 
Some popular types of traditional machine learning are presented in terms of their key features and limitations in the context of big data. Further, the book discusses why granular-computing-based machine learning is called for, and demonstrates how granular computing concepts can be used in different ways to advance machine learning for big data processing. Several case studies involving big data are presented by using biomedical data and sentiment data, in order to show the advances in big data processing through the shift from traditional machine learning to granular-computing-based machine learning. Finally, the book stresses the theoretical significance, practical importance, methodological impact and philosophical aspects of granular-computing-based machine learning, and suggests several further directions for advancing machine learning to fit the needs of modern industries.

This book is aimed at PhD students, postdoctoral researchers and academics who are actively involved in fundamental research on machine learning or applied research on data mining and knowledge discovery, sentiment analysis, pattern recognition, image processing, computer vision and big data analytics. It will also benefit a broader audience of researchers and practitioners who are actively engaged in the research and development of intelligent systems.



The book, Granular Computing Based Machine Learning: A Big Data Processing Approach (Studies in Big Data #35) [Bulk, Wholesale, Quantity] ISBN#9783319700571 in Hardcover by Han Liu, Mihaela Cocea 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
Authors
Han Liu, Mihaela Cocea
Format
Hardcover
Published
Nov 23, 2017
ISBN-13
9783319700571
Pages
113
Printing
Printed on demand
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Granular Computing Based Machine Learning in bulk: pricing

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CopiesPrice per copyYou save
25 – 49 $114.39 12% off list
50 – 99 $113.09 13% off list
100+ $111.79 14% off list
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