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"--

Product details

• Authors: Charu C. Aggarwal, Charu C. (Ibm Research Aggarwal
• Assisted by: Charu C. Aggarwal (Editor), Charu C. (Ibm Research Aggarwal (Editor), Aggarwal Charu C. (Editor)
• Publisher: Taylor & Francis Ltd.
• Languages: English
• Product format: Hardback
• Released: 22.06.2014
• EAN: 9781466586741
• ISBN: 978-1-4665-8674-1
• No. of pages: 707
• Dimensions: 182 mm x 264 mm x 46 mm
• Series: Chapman & Hall/CRC Data Mining and Knowledge Discovery Series; Chapman & Hall/CRC Data Mining and Knowledge Discovery Series; Chapman & Hall/CRC Data Mining
• Subjects: Natural sciences, medicine, IT, technology > Mathematics > Probability theory, stochastic theory, mathematical statistics; 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