Data classification : algorithms and applications / edited by Charu C. Aggarwal
Material type: TextPublication details: Boca Raton CRC Press 2020Description: 671pISBN:- 9780367659141
- 005.741 AGG-C
Item type | Current library | Collection | Shelving location | Call number | Copy number | Status | Date due | Barcode | Item holds |
---|---|---|---|---|---|---|---|---|---|
Books | BITS Pilani Hyderabad | 003-007 | General Stack (For lending) | 005.741 AGG-C (Browse shelf(Opens below)) | GBP 44.99 | Available | 47268 |
This book homes in on three primary aspects of data classification: the core methods for data classification, including probabilistic type, 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 enhance the quality of the underlying classification results.
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