Posted on 2017-12-23, by luongquocchinh.
Author: Charu C. Aggarwal, | Category: Algorithms | Language: English | Page: 707 | ISBN: 1466586745 | ISBN13: 9781466586741 |
Description: Research on the problem of classification tends to be fragmented across such areas as pattern recognition, database, data mining, and machine learning. Addressing the work of these different communities in a unified way, Data Classification: Algorithms and Applications explores the underlying algorithms of classification as well as applications of classification in a variety of problem domains, including text, multimedia, social network, and biological data. This comprehensive book focuses on three primary aspects of data classification: Methods-The book first describes common techniques used for classification, including probabilistic methods, decision trees, rule-based methods, instance-based methods, support vector machine methods, and neural networks. Domains-The book then examines specific methods used for data domains such as multimedia, text, time-series, network, discrete sequence, and uncertain data. It also covers large data sets and data streams due to the recent importance of the big data paradigm. Variations-The book concludes with insight on variations of the classification process. It discusses ensembles, rare-class learning, distance function learning, active learning, visual learning, transfer learning, and semi-supervised learning as well as evaluation aspects of classifiers.
Data Classification: Algorithms and Applications.pdf
- Ebooks list page : 34648
- 2017-12-23[PDF] Data Clustering: Algorithms and Applications
- 2018-01-27[PDF] Sensors: Theory, Algorithms, and Applications (Springer Optimization and Its Applications) - Removed
- 2018-01-15[PDF] Computational Probability: Algorithms and Applications in the Mathematical Sciences (International Series in Operations Research & Management Science) - Removed
- 2018-01-13[PDF] Machine Learning: Algorithms and Applications
- 2018-01-08[PDF] Linear Programming: Algorithms and applications (Science Paperbacks)
- 2018-01-04[PDF] Computational Geometry: Algorithms and Applications, Second Edition
- 2017-12-27[PDF] Computational Probability: Algorithms and Applications in the Mathematical Sciences (International Series in Operations Research & Management Science) - Removed
- 2017-12-17[PDF] Computer Vision: Algorithms and Applications (Texts in Computer Science) - Removed
- 2017-12-14[PDF] Data Structures, Algorithms, and Program Style
- 2017-12-13[PDF] Computational Geometry: Algorithms and Applications - Removed
- 2017-12-12[PDF] Digraphs: Theory, Algorithms and Applications, 2nd edition - Removed
- 2017-11-28[PDF] Petascale Computing: Algorithms and Applications (Chapman & Hall/CRC Computational Science)
- 2017-11-19[PDF] Digraphs: Theory, Algorithms and Applications
- 2017-11-13[PDF] GPS: Theory, Algorithms and Applications, 3rd Edition
- 2017-11-08[PDF] Data Management Technologies and Applications: 4th International Conference, DATA 2015, Colmar, France, July 20-22, 2015, Revised Selected Papers (Communications in Computer and Information Science) - Removed
- 2017-10-29[PDF] Event Mining: Algorithms and Applications
- 2017-10-27[PDF] GPS: Theory, Algorithms and Applications
- 2017-10-09[PDF] Multiobjective Evolutionary Algorithms and Applications (Advanced Information and Knowledge Processing)
- 2017-02-10[PDF] Linear Programming: Algorithms and applications (Science Paperbacks)
- Download links and password may be in the description section, read description carefully!
- Do a search to find mirrors if no download links or dead links.