Calculating the mind-change complexity of learning algebraic structures

In Ulrich Berger, Johanna N. Y. Franklin, Florin Manea & Arno Pauly (eds.), Revolutions and Revelations in Computability. pp. 1-12 (2022)
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Abstract

This paper studies algorithmic learning theory applied to algebraic structures. In previous papers, we have defined our framework, where a learner, given a family of structures, receives larger and larger pieces of an arbitrary copy of a structure in the family and, at each stage, is required to output a conjecture about the isomorphism type of such a structure. The learning is successful if there is a learner that eventually stabilizes to a correct conjecture. Here, we analyze the number of mind changes that are needed to learn a given family K. We give a descriptive set-theoretic interpretation of such mind change complexity. We also study how bounding the Turing degree of learners affects the mind change complexity of a given family of algebraic structures.

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Luca San Mauro
Università degli Studi di Roma La Sapienza

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