Data mining for business analytics concepts, techniques, and applications with XLMiner / Galit Shmueli, Peter C. Bruce, Nitin R. Patel.
| Author/creator | Shmueli, Galit, 1971- |
| Other author | Bruce, Peter C., 1953- |
| Other author | Patel, Nitin R. (Nitin Ratilal) |
| Format | Electronic |
| Edition | Third edition. |
| Publication Info | Hoboken, New Jersey : John Wiley & Sons, 2016. |
| Description | 1 online resource. |
| Supplemental Content | Full text available from Ebook Central - Academic Complete |
| Subjects |
| Uniform title | Data mining for business intelligence |
| Contents | 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. |
| General note | Includes index. |
| General note | Originally published as: Data mining for business intelligence, 2007. |
| Access restriction | Available only to authorized users. |
| Technical details | Mode of access: World Wide Web |
| Source of description | Description based on print version record and CIP data provided by publisher. |
| Issued in other form | Print version: Shmueli, Galit, 1971- author. Data mining for business analytics Third edition. Hoboken, New Jersey : John Wiley & Sons, 2016 9781118729274 |
| Genre/form | Electronic books. |
| LCCN | 2015047680 |
| ISBN | 9781118729137 (Adobe PDF) |
| ISBN | 9781118729243 (ePub) |
Availability
| Library | Location | Call Number | Status | Item Actions |
|---|---|---|---|---|
| Electronic Resources | Access Content Online | ✔ Available |