Yan, Jasy Liew Suet, et al. “Optimizing Features in Active Machine Learning for Complex Qualitative Content Analysis”. 2014. Workshop on Language Technologies and Computational Social Science, 52nd Annual Meeting of the Association for Computational Linguistics , 2014.
Abstract
We propose a semi-automatic approach for content analysis that leverages machine learning (ML) being initially trained on a small set of hand-coded data to perform a first pass in coding, and then have human annotators correct machine annotations in order to produce more examples to retrain the existing model incrementally for better performance.
Year of Publication
2014
Conference Name
Workshop on Language Technologies and Computational Social Science, 52nd Annual Meeting of the Association for Computational Linguistics
Date Published
06/2014
Conference Location
Baltimore, MD
Refereed Designation
Refereed