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Efficient instance annotation in multi-instance learning

Published • Jun 1, 2014
NobleIDNI3P95W54R28S24
Authors:
Anh T. Pham
,
Raviv Raich
,
Xiaoli Z. Fern

Abstract

The cost associated with manually labeling every individual instance in large datasets is prohibitive. Significant labeling efforts can be saved by assigning a collective label to a group of instances (a bag). This setup prompts the need for algorithms that allow labeling individual instances (insta...

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