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Filtering by: Creator Liu, Ying-Show Degree Name Doctor of Philosophy (Ph.D.) Rights Statement Copyright Not Evaluated Subject Machine learning

1. Active learning with committees : an approach to efficient learning in text categorization using linear threshold algorithms

Creator:: Liere, Ray
Abstract:: We developed and investigated machine learning methods that require minimal preprocessing of the input data, use few training examples, run fast, and still obtain high levels of accuracy. Most approaches to designing machine learning programs are based on the supervised learning paradigm – training examples are chosen randomly and given...
Resource Type:: Dissertation
Full Text:: systems. Our results show that it is possible to design active learning systems that scale up to large