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A general comparison of language learning from examples and from queries
Authors:Sanjay Jain  Steffen Lange  Sandra Zilles
Affiliation:1. School of Computing, National University of Singapore, Singapore 117590, Singapore;2. Fachbereich Informatik, Hochschule Darmstadt, Haardtring 100, 64295 Darmstadt, Germany;3. Alberta Ingenuity Centre for Machine Learning, Department of Computing Science, University of Alberta, Edmonton, Alberta, Canada T6G 2E8
Abstract:In language learning, strong relationships between Gold-style models and query models have recently been observed: in some quite general setting Gold-style learners can be replaced by query learners and vice versa, without loss of learning capabilities. These ‘equalities’ hold in the context of learning indexable classes of recursive languages.
Keywords:Inductive inference   Query learning   Formal languages   Recursion theory
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