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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 - Naïve filterbots for robust cold-start recommendations

✍ Scribed by Park, Seung-Taek; Pennock, David; Madani, Omid; Good, Nathan; DeCoste, Dennis

Book ID
121671440
Publisher
ACM Press
Year
2006
Weight
747 KB
Category
Article
ISBN-13
9781595933393

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✍ Carvalho, Vitor R.; Cohen, William W. 📂 Article 📅 2006 🏛 ACM Press ⚖ 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