On the connection between the phase transition of the covering test and the learning success rate in ILP

DOI10.1007/s10994-007-5031-9zbMath1470.68071OpenAlexW2002350735MaRDI QIDQ1009240

Erick Alphonse, Aomar Osmani

Publication date: 31 March 2009

Published in: Machine Learning (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s10994-007-5031-9

zbMATH Keywords

phase transitionheuristic searchinductive logic programmingplateau phenomenanear-miss examples

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05) Problem solving in the context of artificial intelligence (heuristics, search strategies, etc.) (68T20) Logic programming (68N17)

Related Items (1)

A Model to Study Phase Transition and Plateaus in Relational Learning

Uses Software

• C4.5

Cites Work

• Macro-operators: A weak method for learning
• Depth-first iterative-deepening: An optimal admissible tree search
• Top-down induction of first-order logical decision trees
• Phase transitions in relational learning
• ROC `n' rule learning -- towards a better understanding of covering algorithms
• 10.1162/153244304773936018
• Extension of the Top-Down Data-Driven Strategy to ILP
• Inductive Logic Programming
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