Chapter 8: Challenges for Stream Data Classification
A practical approach to classify evolving data streams: Training with limited amount of labeled data. M. M. Masud, J. Gao, L. Khan, J. Han, and B. M. Thuraisingham. In: ICDM ’08: Proceedings of the 2008 International Conference on Data Mining, pp. 929–934, Pisa, Italy, Dec. 15–19, 2008. Copyright 2008 IEEE. Reprinted with permission from IEEE Proceedings.
Integrating novel class detection with classification for concept-drifting data streams. M. M. Masud, J. Gao, L. Khan, J. Han, and B. M. Thuraisingham. In: Buntine, W., Grobelnik, M., Mladenić, D., Shawe-Taylor, J. (eds). Machine Learning and Knowledge Discovery in Databases. ECML PKDD 2009. Lecture Notes in Computer Science ...
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