000 01530nam a2200193 4500
020 _a978-1118729274
082 _a658.4038 SHM
100 _aShmueli, Galit, ; Bruce, Peter C.; Patel, Nitin R.
245 _aData mining for business analytics : concepts, techniques, and applications with XL miner
250 _a3rd Ed.,
260 _aUSA
_bWiley
_c2016
300 _axxxi, 514 p.
_b26 cm; Hard
500 _aAlpha /2440/ Rs.8987/-
505 _aOverview of the data mining process -- Data visualization -- Dimension reduction -- Evaluating predictive performance -- Multiple linear regression -- k-Nearest Neighbors (kNN) -- The Naive Bayes Classifier -- Classification and regression trees -- Logistic regression -- Neural nets -- Discriminant analysis -- Combining methods : ensembles and uplift modeling -- Association rules and collaborative filtering -- Cluster analysis -- Handling time series -- Regression-based forecasting -- Smoothing methods -- Social network analytics -- Text mining.
520 _aData Mining for Business Analytics: Concepts, Techniques, and Applications in XLMiner(R), Third Edition presents an applied approach to data mining and predictive analytics with clear exposition, hands-on exercises, and real-life case studies.
650 _aBusiness--Data processing
_aData mining
_aXL Miner (Computer file)
_aBusiness mathematics--Computer programs
_aMicrosoft Excel (Computer file)
856 _uhttp://www.wiley.com/WileyCDA/WileyTitle/productCd-1118729277,subjectCd-CSB0.html
942 _cBK
999 _c103197
_d103197