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Record Nr. |
UNINA9910465753503321 |
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Autore |
Shmueli Galit <1971-> |
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Titolo |
Data mining for business analytics : concepts, techniques, and applications in Microsoft Office Excel with XLMiner / / Galit Shmueli, Nitin R. Patel, Peter C. Bruce |
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Pubbl/distr/stampa |
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Hoboken, New Jersey : , : Wiley, , 2016 |
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©2016 |
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ISBN |
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1-118-72924-2 |
1-118-72913-7 |
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Edizione |
[Third edition.] |
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Descrizione fisica |
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1 online resource (583 p.) |
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Disciplina |
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Soggetti |
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Business - Data processing |
Data mining |
Electronic books. |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Note generali |
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Includes index. |
Originally published as: Data mining for business intelligence, 2007. |
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Nota di bibliografia |
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Includes bibliographical references and index. |
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Nota di contenuto |
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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. |
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