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Author
Zaki, Mohammed J., 1971- author.
Title
Data mining and analysis : fundamental concepts and algorithms / Mohammed J. Zaki, Rensselaer Polytechnic Institute, Troy, New York, Wagner Meira, Jr., Universidade Federal de Minas Gerais, Brazil.
Shelf #
QA 76.9.D343 ZAK
Imprint
New York, NY : Cambridge University Press, 2014 (2017 printing)
Copies
LOCATION
SHELF NO
STATUS
Engineering Library
QA 76.9.D343 ZAK
Not Issued
Description
xi, 593 pages : illustrations ; 27 cm
Bibliog.
Includes bibliographical references and index.
Contents
Data mining and analysis -- Numeric attributes -- Categorical attributes -- Graph data -- Kernel methods -- High-dimensional data -- Dimensionality reduction -- Itemset mining -- Summarizing itemsets -- Sequence mining -- Graph pattern mining -- Pattern and rule assessment -- Representative-based clustering -- Hierarchical clustering -- Density-based clustering -- Spectral and graph clustering -- Clustering validation -- Probabilistic classification -- Decision tree classifier -- Linear discriminant analysis -- Support vector machines -- Classification assessment.
Subject
Data mining.
Add Author
Meira, Wagner, 1967- author.
ISBN
9780521766333
0521766338
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