Abstract
Inductive learning is an important subject in artificial intelligence. As a concern of theoretical computer science, this paper investigates the complexity of induction of structural descriptions which is fundamental to inductive learning. The general complexity is derived, and a way of approaching the induction, namely, computing the maximal common generalizations by pairing, is also presented with its inherent complexity.
A group ofNP-complete andNP-hard problems are introduced when showing the complexities.
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This is a partial fulfilment of the author's master degree.
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Lu, X. On the complexity of induction of structural descriptions. J. of Comput. Sci. & Technol. 2, 12–21 (1987). https://doi.org/10.1007/BF02943313
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DOI: https://doi.org/10.1007/BF02943313