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Online Ensemble Learning: An Empirical Study (2000)
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by
Alan Fern
,
Robert Givan
| Venue: | In Proceedings of the Seventeenth International Conference on Machine Learning |
| Citations: | 32 - 1 self |
BibTeX
@INPROCEEDINGS{Fern00onlineensemble,
author = {Alan Fern and Robert Givan},
title = {Online Ensemble Learning: An Empirical Study},
booktitle = {In Proceedings of the Seventeenth International Conference on Machine Learning},
year = {2000},
pages = {279--286},
publisher = {Morgan Kaufmann}
}
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Abstract
We study resource-limited online learning, motivated by the problem of conditional-branch outcome prediction in computer architecture. In particular, we consider (parallel) time and space-efficient ensemble learners for online settings, empirically demonstrating benefits similar to those shown previously for offline ensembles.
