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Meta-learning for data summarization based on instance selection method

Published • Jul 1, 2010
Authors:
Kate Smith‐Miles
,
Rafiqul Islam

Abstract

The purpose of instance selection is to identify which instances (examples, patterns) in a large dataset should be selected as representatives of the entire dataset, without significant loss of information. When a machine learning method is applied to the reduced dataset, the accuracy of the model s...

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