Data Classification - Algorithms and Applications

"This book homes in on three primary aspects of data classification: the core methods for data classification including probabilistic classification, decision trees, rule-based methods, and SVM methods; different problem domains and scenarios such as multimedia data, text data, biological data, categorical data, network data, data streams and uncertain data: and different variations of the classification problem such as ensemble methods, visual methods, transfer learning, semi-supervised methods and active learning. These advanced methods can be used to enhance the quality of the underlying classification results"--

Produktdetails

• Autoren: Charu C. Aggarwal, Charu C. (Ibm Research Aggarwal
• Mitarbeit: Charu C. Aggarwal (Herausgeber), Charu C. (Ibm Research Aggarwal (Herausgeber), Aggarwal Charu C. (Herausgeber)
• Verlag: Taylor & Francis Ltd.
• Sprache: Englisch
• Produktform: Fester Einband
• Erschienen: 22.06.2014
• EAN: 9781466586741
• ISBN: 978-1-4665-8674-1
• Seiten: 707
• Abmessung: 182 mm x 264 mm x 46 mm
• Serien: Chapman & Hall/CRC Data Mining and Knowledge Discovery Series; Chapman & Hall/CRC Data Mining and Knowledge Discovery Series; Chapman & Hall/CRC Data Mining
• Themen: Naturwissenschaften, Medizin, Informatik, Technik > Informatik, EDV; Data Mining, BUSINESS & ECONOMICS / Statistics, COMPUTERS / Programming / Games, COMPUTERS / Machine Theory, computer science, Probability & statistics, Automatic control engineering, Probability and statistics, COMPUTERS / Data Science / Data Analytics