Learning Curves for Automating Content Analysis: How Much Human Annotation is Needed?

IIAI-AAI, 2015.

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Keywords:
computational social sciencemachine learninglearning curve

Abstract:

In this paper, we explore the potential for reducing human effort when coding text segments for use in content analysis. The key idea is to do some coding by hand, to use the results of that initial effort as training data, and then to code the remainder of the content automatically. The test collection includes 102 written prepared state...More

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