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Hall/CRC Data Mining and Knowledge Discovery Series)

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Data Clustering: Algorithms and Applications (Chapman &

Hall/CRC Data Mining and Knowledge Discovery Series)

BOOK DETAIL

Amazon Business : For business-only pricing, quantity discounts and FREE Shipping. Register a free

business account Series: Chapman & Hall/CRC Data Mining and Knowledge Discovery Series (Book 31)

Hardcover: 652 pages Publisher: Chapman and Hall/CRC; 1 edition (August 21, 2013) Language: English

ISBN-10: 1466558210 ISBN-13: 978-1466558212 Product Dimensions: 7.2 x 1.5 x 10 inches


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Book Description

Research on the problem of clustering tends to be fragmented across the pattern recognition,

database, data mining, and machine learning communities. Addressing this problem in a unified

way, Data Clustering: Algorithms and Applications provides complete coverage of the entire area

of clustering, from basic methods to more refined and complex data clustering approaches. It

pays special attention to recent issues in graphs, social networks, and other domains. The book

focuses on three primary aspects of data clustering: Methods, describing key techniques

commonly used for clustering, such as feature selection, agglomerative clustering, partitional

clustering, density-based clustering, probabilistic clustering, grid-based clustering, spectral

clustering, and nonnegative matrix factorization Domains, covering methods used for different

domains of data, such as categorical data, text data, multimedia data, graph data, biological data,

stream data, uncertain data, time series clustering, high-dimensional clustering, and big data

Variations and Insights, discussing important variations of the clustering process, such as

semisupervised clustering, interactive clustering, multiview clustering, cluster ensembles, and

cluster validation In this book, top researchers from around the world explore the characteristics

of clustering problems in a variety of application areas. They also explain how to glean detailed

insight from the clustering process―including how to verify the quality of the underlying

clusters―through supervision, human intervention, or the automated generation of alternative

clusters.

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Data Clustering: Algorithms and Applications (Chapman &

Hall/CRC Data Mining and Knowledge Discovery Series)

BOOK DETAIL

Amazon Business : For business-only pricing, quantity discounts and FREE Shipping. Register a free

business account Series: Chapman & Hall/CRC Data Mining and Knowledge Discovery Series (Book 31)

Hardcover: 652 pages Publisher: Chapman and Hall/CRC; 1 edition (August 21, 2013) Language: English

ISBN-10: 1466558210 ISBN-13: 978-1466558212 Product Dimensions: 7.2 x 1.5 x 10 inches

Step By Step To Download Or Read Online

1. Click Button "DOWNLOAD" Or "READ ONLINE"

2. Sign Up To Acces "Data Clustering: Algorithms and Applications (Chapman & Hall/CRC Data Mining and Knowledge

Discovery Series)"

3. Choose the book you like when you register

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5. Enjoy and Happy Reading


Book Description

Research on the problem of clustering tends to be fragmented across the pattern recognition,

database, data mining, and machine learning communities. Addressing this problem in a unified

way, Data Clustering: Algorithms and Applications provides complete coverage of the entire area

of clustering, from basic methods to more refined and complex data clustering approaches. It pays

special attention to recent issues in graphs, social networks, and other domains. The book focuses

on three primary aspects of data clustering: Methods, describing key techniques commonly used

for clustering, such as feature selection, agglomerative clustering, partitional clustering, densitybased

clustering, probabilistic clustering, grid-based clustering, spectral clustering, and

nonnegative matrix factorization Domains, covering methods used for different domains of data,

such as categorical data, text data, multimedia data, graph data, biological data, stream data,

uncertain data, time series clustering, high-dimensional clustering, and big data Variations and

Insights, discussing important variations of the clustering process, such as semisupervised

clustering, interactive clustering, multiview clustering, cluster ensembles, and cluster validation In

this book, top researchers from around the world explore the characteristics of clustering

problems in a variety of application areas. They also explain how to glean detailed insight from

the clustering process―including how to verify the quality of the underlying clusters―through

supervision, human intervention, or the automated generation of alternative clusters.


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(Chapman & Hall/CRC Data Mining and Knowledge

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