Learning from streaming data with concept drift and imbalance: an overview
Top Cited Papers
- 13 January 2012
- journal article
- Published by Springer Science and Business Media LLC in Progress in Artificial Intelligence
- Vol. 1 (1), 89-101
- https://doi.org/10.1007/s13748-011-0008-0
Abstract
No abstract availableKeywords
This publication has 67 references indexed in Scilit:
- Automatically countering imbalance and its empirical relationship to costData Mining and Knowledge Discovery, 2008
- EditorialACM SIGKDD Explorations Newsletter, 2004
- Learning classification rules for telecom customer call data under concept driftSoft Computing, 2003
- Learn++: an incremental learning algorithm for supervised neural networksIEEE Transactions on Systems, Man and Cybernetics, Part C (Applications and Reviews), 2001
- The random subspace method for constructing decision forestsIEEE Transactions on Pattern Analysis and Machine Intelligence, 1998
- Rule Extraction: From Neural Architecture to Symbolic RepresentationConnection Science, 1995
- Learning classification treesStatistics and Computing, 1992
- Floating approximation in time-varying knowledge basesPattern Recognition Letters, 1989
- Optimization of k nearest neighbor density estimatesIEEE Transactions on Information Theory, 1973
- Probability Inequalities for Sums of Bounded Random VariablesJournal of the American Statistical Association, 1963