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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 - Topics over time

✍ Scribed by Wang, Xuerui; McCallum, Andrew

Book ID
125532608
Publisher
ACM Press
Year
2006
Weight
930 KB
Category
Article
ISBN-13
9781595933393

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[ACM Press the 12th ACM SIGKDD internati
[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 - Single-pass online learning
✍ Carvalho, Vitor R.; Cohen, William W. πŸ“‚ Article πŸ“… 2006 πŸ› ACM Press βš– 725 KB

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