Data mining for business analytics
concepts, techniques, and applications with XLMiner
Shmueli, Galit
creator
1971-
creator
author.
Bruce, Peter C.
Yahav, Inbal
Patel, Nitin R.
Lichtendahl, Kenneth C.
1953-
author.
author.
(Nitin Ratilal)
author.
1969-
author.
text
nju
Hoboken, New Jersey
John Wiley & Sons
2016
2017
monographic
eng
Eng
lis
h
1 online resource.
Overview 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 -- Cases.
by Galit Shmueli, Peter C. Bruce and Nitin R. Patel.
Includes index.
Business
Data mining
R (Computer program language)
Business mathematics
Data processing
Computer programs
005.54 SHM
Data mining for business analytics
Shmueli, Galit, 1971- author.
Hoboken, New Jersey : John Wiley & Sons, 2017
(DLC) 2017024503
9781118879337 (epub)
9781118956632 (pdf)
170802
20190820142149.0