Data mining and analysis : fundamental concepts and algorithms /
Mohammed J. Zaki, Wagner Meira, Jr
- พิมพ์ครั้งที่
- New York : Cambridge University Press, c2014.
- 593 p. : ill. ; 27 cm
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