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Zaki, Mohammed J., 1971-

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. - xi, 593 pages : illustrations ; 27 cm

Includes bibliographical references and index.

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.

ISBN: 9780521766333 (hardback : alk. paper) 0521766338 (hardback : alk. paper)

LCCN: 2013037544

Subjects--Topical Terms:
Data mining.

LC Class. No.: QA76.9.D343 / Z36 2014

Dewey Class. No.: