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EPIA'03 - 11th Portuguese Conference on Artificial Intelligence
EKDB -- International Workshop on Extraction of Knowledge from Data Bases
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Session: December 6, 10:0-11:30, Room A |
Title: |
Improving Progressive Sampling via Meta-learning |
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Rui Leite and Pavel Brazdil |
Abstract: |
We present a method that can be seen as an improvement of standard progressive sampling method. The method exploits information concerning performance of a given algorithm on past datasets, which is used to generate predictions of the stopping point. Experimental evaluation shows that the method can lead to significant time savings without significant losses in accuracy. |
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