عنوان

Data mining :

1439808384 (hardcover : alk. paper)

9781439808382 (hardcover : alk. paper)

dltt

Data mining :

[Book]

theories, algorithms, and examples /

Nong Ye

xix, 329 pages ;

24 cm

Human Factors and Ergonomics Series

"A CRC title."

Includes bibliographical references and index

pt. 1. An overview of data mining. Introduction to data, data patterns, and data mining -- pt. 2. Algorithms for mining classification and prediction patterns. Linear and nonlinear regression models -- Naïve Bayes classifier -- Decision and regression trees -- Artificial neural networks for classification and prediction -- Support vector machines -- k-Nearest neighbor classifier and supervised clustering -- pt. 3. Algorithms for mining cluster and association patterns. Hierarchial clustering -- K-Means clustering and density-based clustering -- Self-organizing map -- Probability distributions of univariate data -- Association rules -- Bayesian network -- pt. 4. Algorithms for mining data reduction patterns. Principal component analysis -- Multidimensional scaling -- pt. 5. Algorithms for mining outlier and anomaly patterns. Univariate control charts -- Multivariate control charts -- pt. 6. Algorithms for mining sequential and temporal patterns. Autocorrelation and time series analysis -- Markov chain models and hidden Markov models -- Wavelet analysis

0

Data mining

Data mining-- Mathematical models

Ye, Nong,1964-

20141129042356.0

rda

[Book]

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