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17

CIDU
2010

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Improving Cause Detection Systems with Active Learning

13 years 2 months ago

Improving Cause Detection Systems with Active Learning

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Active learning has been successfully applied to many natural language processing tasks for obtaining annotated data in a cost-effective manner. We propose several extensions to an active learner that adopts the margin-based uncertainty sampling framework. Experimental results on a cause detection problem involving the classification of aviation safety reports demonstrate the effectiveness of our extensions.

Isaac Persing, Vincent Ng

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Active Learner | Cause Detection Problem | CIDU 2010 | Cost-effective Manner | Machine Learning |

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Added	10 Feb 2011
Updated	10 Feb 2011
Type	Journal
Year	2010
Where	CIDU
Authors	Isaac Persing, Vincent Ng

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