000			02439dam a2200265 i 4500
001			0000064211
003			0001
008			140515s2014 flu b 001 0 eng
020			_a9781439808382
082	0	0	_a006.312 _223
084			_a006.312 _bYE-D
100	1		_aYe, Nong, _d1964-
245	1	0	_aData mining _h[Book] : _btheories, algorithms, and examples / _cNong Ye.
260			_aBoca Raton: : _bTaylor & Frances, _c2014.
264		1	_aBoca Raton : _bTaylor & Francis, _c2014
300			_axix, 329 p. ; _c24 cm.
490	1		_aHuman Factors and Ergonomics Series.
504			_aIncludes bibliographical references and index.
505	0		_apt. 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.
520			_aThe book covers a wide range of data mining algorithms, including those commonly found in data mining literature and those not fully covered in most of existing literature due to their considerable difficulty. The book presents a list of software packages that support the data mining algorithms, applications of the data mining algorithms with references, and exercises, along with the solutions manual and PowerPoint slides of lectures.
650		0	_aData mining.
650		0	_aData mining _xMathematical models.
830		0	_aHuman Factors and Ergonomics Series.
852			_p47727 _912873.30 _vMulti-Line Books Lahore CUI Lahore _dBooks
999			_c14282 _d14282