Classification, Regression and Other Learning Methods
A Streaming Ensemble Algorithm (SEA) for Large-Scale Classification, by W. Nick Street, YongSeog Kim, in the ACM International Conference on Knowledge Discovery and Data Mining (SIGKDD) 2001.
A Regression-Based Temporal Pattern Mining Scheme for Data Streams, by Wei-Guang Teng, Ming-Syan Chen, Philip S. Yu, in the International Conference on Very Large Data Bases (VLDB) 2003.
Mining Concept Drifting Data Streams using Ensemble Classifiers, by Haixun Wang, Wei Fan, Philip S. Yu, Jiawei Han, in the ACM International Conference on Knowledge Discovery and Data Mining (SIGKDD) 2003.
Mining High Speed Data Streams, by Pedro Domingos, Geoff Hulten, in the ACM International Conference on Knowledge Discovery and Data Mining (SIGKDD) 2000.
Accurate Decision Trees for Mining Highspeed Data Streams, by Joao Gama, Ricardo Rocha, Pedro Medas, in the ACM International Conference on Knowledge Discovery and Data Mining (SIGKDD) 2003.
Mining Time-Changing Data Streams, by Geoff Hulten, Laurie Spencer, Pedro Domingos, in the ACM International Conference on Knowledge Discovery and Data Mining (SIGKDD) 2001.
Efficient Decision Tree Construction on Streaming Data, by Ruoming Jin, Gagan Agrawal, in the ACM International Conference on Knowledge Discovery and Data Mining (SIGKDD) 2003.
Dynamic Weighted Majority: A New Ensemble Method for Tracking Concept Drift, by Jeremy Z. Kolter, Marcus A. Maloof, in the IEEE International Conf. Data Mining (ICDM) 2003.
Distributed Web Mining using Bayesian Networks from Multiple Data Streams, by R. Chen, K. Sivakumar, H. Kargupta, in the IEEE International Conf. Data Mining (ICDM) 2001.
An approach to online Bayesian learning from multiple data streams, by R. Chen, K. Sivakumar, H. Kargupta, in the European Conference on Principles of Data Mining and Knowledge Discovery (PKDD) 2001.
Adaptive, Hands-Off Stream Mining, by Spiros Papadimitriou, Anthony Brockwell, Christos Faloutsos, in the International Conference on Very Large Data Bases (VLDB) 2003.
Correlating Synchronous And Asynchronous Data Streams, by Sudipto Guha, D. Gunopulos, Nick Koudas, in the ACM International Conference on Knowledge Discovery and Data Mining (SIGKDD) 2003.
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