| Document Type
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BL
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| Record Number
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890221
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| Main Entry
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Olson, David L.,1944-
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| Title & Author
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Descriptive data mining /\ David L. Olson.
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| Edition Statement
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Second edition.
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| Publication Statement
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Singapore :: Springer Nature,, [2019]
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, ©2019
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| Series Statement
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Computational risk management,
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| Page. NO
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1 online resource
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| ISBN
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9789811371813
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: 9811371814
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9789811371806
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| Bibliographies/Indexes
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Includes bibliographical references.
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| Contents
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Intro; Preface; Book Concept; Contents; About the Authors; 1 Knowledge Management; Computer Support Systems; Examples of Knowledge Management; Data Mining Descriptive Applications; Summary; References; 2 Data Visualization; Data Visualization; R Software; Loan Data; Energy Data; Basic Visualization of Time Series; Conclusion; References; 3 Market Basket Analysis; Definitions; Co-occurrence; Demonstration; Fit; Profit; Lift; Market Basket Limitations; References; 4 Recency Frequency and Monetary Analysis; Dataset 1; Balancing Cells; Lift; Value Function; Data Mining Classification Models
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Link Analysis of Your EmailsLink Analysis Application with PolyAnalyst (Olson and Shi 2007); Summary; References; 8 Descriptive Data Mining
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Logistic RegressionDecision Tree; Neural Networks; Dataset 2; Conclusions; References; 5 Association Rules; Methodology; The Apriori Algorithm; Association Rules from Software; Non-negative Matric Factorization; Conclusion; References; 6 Cluster Analysis; K-Means Clustering; A Clustering Algorithm; Loan Data; Clustering Methods Used in Software; Software; R (Rattle) K-Means Clustering; Other R Clustering Algorithms; KNIME; WEKA; Summary; References; 7 Link Analysis; Link Analysis Terms; Basic Network Graphics with NodeXL; Network Analysis of Facebook Network or Other Networks
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| Subject
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Big data.
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| Subject
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Data mining.
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Risk management.
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Big data.
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BUSINESS ECONOMICS-- Management.
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BUSINESS ECONOMICS-- Reference.
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| Subject
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BUSINESS ECONOMICS-- Skills.
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| Subject
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Data mining.
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| Subject
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Risk management.
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| Dewey Classification
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006.3/12
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| LC Classification
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HD30.2.O47 2019
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