Data mining and analysis fundamental concepts and algorithms / Mohammed J. Zaki, Wagner Meira, Jr.
By: Zaki, Mohammed J.
Contributor(s): Meira, Wagner.
Publisher: New York : Cambridge University Press, 2014Description: 593 p: ill.ISBN: 9780521766333.Subject(s): Data miningGenre/Form: Print books.Current location | Call number | Status | Date due | Barcode | Item holds |
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On Shelf | QA76.9.D343 Z35 2014 (Browse shelf) | Available | AU0000000009238 |
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.