Cluster Analysis: A Primer Using R
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Book Overview Cluster analysis is a fundamental data analysis task that aims to group similar data points together, revealing the inherent structure an...
Cluster analysis is a fundamental data analysis task that aims to group similar data points together, revealing the inherent structure and patterns within complex datasets. This book serves as a comprehensive and accessible guide, taking readers on a captivating journey through the foundational principles of cluster analysis.
At its core, the book delves deeply into various clustering algorithms, covering partitioning methods, hierarchical methods, and advanced techniques such as mixture density-based clustering, graph clustering, and grid-based clustering. Each method is presented with clear, concise explanations, supported by illustrative examples and hands-on implementations in the R programming language - a popular and powerful tool for data analysis and visualization.
Recognizing the importance of cluster validation and evaluation, the book devotes a dedicated chapter to exploring a wide range of internal and external quality criteria, equipping readers with the necessary tools to assess the performance of clustering algorithms. For those eager to stay at the forefront of the field, the book also presents deep learning-based clustering methods, showcasing the remarkable capabilities of neural networks in uncovering hidden structures within complex, high-dimensional data.
Whether you are a student seeking to expand your knowledge, a data analyst looking to enhance your toolbox, or a researcher exploring the frontiers of data analysis, this book will provide you with a solid foundation in cluster analysis and empower you to tackle a wide range of data-driven problems.
Book Details Format: Hardcover | Pages: 282 | Language: English | Publisher: WORLD SCIENTIFIC PUB CO INC | ISBN: 9811297479
FormatHardcover
Pages282
LanguageEnglish
ISBN9811297479
EAN9789811297472
PublisherWORLD SCIENTIFIC PUB CO INC
Publication Date2024-11-10
AccessoriesNo Accessory
ConditionNew
Product TypeHARD COVER BOOKS
Weight1.27 Pounds
Length9.0 Inches
Width6.0 Inches
Height0.69 Inches
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