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"--

Dettagli sul prodotto

• Autori: Charu C. Aggarwal, Charu C. (Ibm Research Aggarwal
• Con la collaborazione di: Charu C. Aggarwal (Editore), Charu C. (Ibm Research Aggarwal (Editore), Aggarwal Charu C. (Editore)
• Editore: Taylor & Francis Ltd.
• Lingue: Inglese
• Formato: Copertina rigida
• Pubblicazione: 22.06.2014
• EAN: 9781466586741
• ISBN: 978-1-4665-8674-1
• Pagine: 707
• Dimensioni: 182 mm x 264 mm x 46 mm
• Serie: Chapman & Hall/CRC Data Mining and Knowledge Discovery Series; Chapman & Hall/CRC Data Mining and Knowledge Discovery Series; Chapman & Hall/CRC Data Mining
• Categorie: Scienze naturali, medicina, informatica, tecnica > Matematica > Teoria delle probabilità, stocastica, statistica matematica; Scienze sociali, diritto, economia > Economia > Altro; 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