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[ACM Press the 12th ACM SIGKDD international conference - Philadelphia, PA, USA (2006.08.20-2006.08.23)] Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '06 - Evolutionary clustering

✍ Scribed by Chakrabarti, Deepayan; Kumar, Ravi; Tomkins, Andrew


Book ID
125520593
Publisher
ACM Press
Year
2006
Weight
815 KB
Category
Article
ISBN-13
9781595933393

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To learn concepts over massive data streams, it is essential to design inference and learning methods that operate in real time with limited memory. Online learning methods such as perceptron or Winnow are naturally suited to stream processing; however, in practice multiple passes over the same trai