000 | 02096nam a22003138a 4500 | ||
---|---|---|---|
999 |
_c29551 _d29551 |
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001 | 64543 | ||
008 | 220214b xxu||||| |||| 00| 0 eng d | ||
010 | _a 2015048305 | ||
020 | _a9781118877432 | ||
040 | _aWaSeSS/DLC | ||
082 | 0 | 0 | _a006.3/12 |
100 | 1 |
_aShmueli, Galit, _d1971- _936053 |
|
245 | 1 | 0 |
_aData mining for business analytics : _bconcepts, techniques, and applications in JMP Pro _cGalit Shmueli ... [et al.] |
260 |
_aHoboken, N.J. : _bJohn Wiley & Sons, _cc2017. |
||
300 |
_axxii, 442 p. : _bill. ; _c26 cm. |
||
500 | _aIncludes index. | ||
505 | 0 | _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 -- Cluster analysis -- Handling time series -- Regression-based forecasting -- Smoothing methods -- Cases. | |
520 | _aFeaturing hands–on applications with JMP Pro®, a statistical package from the SAS Institute, the book uses engaging, real–world examples to build a theoretical and practical understanding of key data mining methods, especially predictive models for classification and prediction. Topics include data visualization, dimension reduction techniques, clustering, linear and logistic regression, classification and regression trees, discriminant analysis, naive Bayes, neural networks, uplift modeling, ensemble models, and time series forecasting. | ||
526 | _aMBAS904 | ||
650 | 0 |
_aBusiness mathematics _xComputer programs _936054 |
|
650 | 0 |
_aBusiness _xData processing _92634 |
|
650 | 0 |
_aData mining _9312 |
|
650 | 7 |
_aComputers _xgeneral _919685 |
|
700 | 1 |
_aBruce, Peter C., _d1953- _936055 |
|
700 | 1 |
_aStephens, Mia L. _936056 |
|
700 | 1 |
_aPatel, Nitin R. _936057 |
|
856 |
_uhttps://uow.primo.exlibrisgroup.com/permalink/61UOW_INST/otb3u8/cdi_askewsholts_vlebooks_9781118956625 _zeBook |
||
942 |
_cREGULAR _2ddc |