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On the complexity of induction of structural descriptions - MaRDI portal

On the complexity of induction of structural descriptions (Q1100927)

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scientific article; zbMATH DE number 4045210
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English
On the complexity of induction of structural descriptions
scientific article; zbMATH DE number 4045210

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    On the complexity of induction of structural descriptions (English)
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    1987
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    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 of NP-complete and NP-hard problems are introduced when showing the complexities.
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    structural descriptions
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    inductive learning
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    complexity
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    NP-complete
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    NP- hard
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