Principles of data mining. (2016)

• Record Type: Book
• Further Information: Note: Max Bramer.
• Authors: Bramer, M. A (Max A.), 1948-
• Contents: Introduction to Data Mining -- Data for Data Mining -- Introduction to Classification: Naïve Bayes and Nearest Neighbour -- Using Decision Trees for Classification -- Decision Tree Induction: Using Entropy for Attribute Selection -- Decision Tree Induction: Using Frequency Tables for Attribute Selection -- Estimating the Predictive Accuracy of a Classifier -- Continuous Attributes -- Avoiding Overfitting of Decision Trees -- More About Entropy -- Inducing Modular Rules for Classification -- Measuring the Performance of a Classifier -- Dealing with Large Volumes of Data -- Ensemble Classification -- Comparing Classifiers -- Associate Rule Mining I -- Associate Rule Mining II -- Associate Rule Mining III -- Clustering -- Mining -- Classifying Streaming Data -- Classifying Streaming Data II: Time-dependent Data -- Appendix A -- Essential Mathematics -- Appendix B -- Datasets -- Appendix C -- Sources of Further Information -- Appendix D -- Glossary and Notation -- Appendix E -- Solutions to Self-assessment Exercises -- Index.
• Publisher Details: London, United Kingdom : Springer
• Publication Date: 2016
• Extent: 1 online resource (xv, 526 pages), illustrations
• Subjects: 006.3/12; Computer science; Data mining; Data mining; Computers -- Database Management -- General; Computers -- Intelligence (AI) & Semantics; Computers -- Programming -- General; Databases; Artificial intelligence; Computer programming / software development; Information storage and retrieva; Database management; Artificial intelligence; Computers -- System Administration -- Storage & Retrieval; Information retrieval; Electronic books
• Languages: English
• ISBNs: 9781447173076; 1447173074
• Related ISBNs: 9781447173069
• Notes: Note: Includes bibliographical references and index.; Note: Online resource; title from PDF title page (SpringerLink, viewed November 21, 2016).
• 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.