Data mining : theories, algorithms, and examples /: theories, algorithms, and examples. ([2014])

• Record Type: Book
• Further Information: Note: Nong Ye.
• Other Names: Ye, Nong, 1964-
• Contents: 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.
• Publisher Details: Boca Raton : Taylor & Francis
• Publication Date: 2014
• Extent: 1 online resource (xix, 329 pages .)
• Subjects: 006.3/12; Data mining; Data mining -- Mathematical models; Data mining; Data mining -- Mathematical models; Electronic books
• Languages: English
• ISBNs: 1482219360; 9781482219364
• Related ISBNs: 9781439808382; 1439808384
• Notes: Note: Includes bibliographical references and index.; Note: Print version record.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.