Descriptive data mining. ([2017])

• Record Type: Book
• Further Information: Note: David L. Olson.
• Authors: Olson, David L, 1944-
• Contents: Book Concept; Preface; Contents; 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 Model; Dataset 1; Balancing Cells; Lift; Value Function; Data Mining Classification Models; Logistic Regression. Decision 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; Anchor 4; Clustering Methods Used in Software; Software; R (Rattle) K-Means Clustering; Other R Clustering Algorithms; KNIME; WEKA; Software Output for Original Data; R Clustering; WEKA; Summary; References; 7 Link Analysis; Link Analysis Terms; Basic Network Graphics with NodeXL. Link Analysis Application with PolyAnalyst (Olson and Shi 2007); Summary; References; 8 Descriptive Data Mining; Index.
• Publisher Details: Singapore : Springer Nature
• Publication Date: 2017
• Extent: 1 online resource
• Subjects: 650; Data mining; Big data; Risk management; BUSINESS & ECONOMICS -- Management; BUSINESS & ECONOMICS -- Reference; BUSINESS & ECONOMICS -- Skills; Data mining; Big data; Risk management; Electronic books; Electronic books
• Languages: English
• ISBNs: 9789811033407; 9811033404; 9811033390; 9789811033391
• Related ISBNs: 9789811033391
• Notes: Note: Includes bibliographical references at the end of each chapters and index.; Note: Vendor-supplied metadata.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.