Scientific discovery: computational explorations of the creative process
Scientific discovery: computational explorations of the creative process
C4.5: programs for machine learning
C4.5: programs for machine learning
Machine Learning
Learning dependencies between case frame slots
COLING '96 Proceedings of the 16th conference on Computational linguistics - Volume 1
Unsupervised discovery of phonological categories through supervised learning of morphological rules
COLING '96 Proceedings of the 16th conference on Computational linguistics - Volume 1
COLING '96 Proceedings of the 16th conference on Computational linguistics - Volume 2
Principles of human-computer collaboration for knowledge discovery in science
Artificial Intelligence
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The paper describes a novel computational tool for multiple concept learning. Unlike previous approaches, whose major goal is prediction on unseen instances rather than the legibility of the output, our MPD (Maximally Parsimonious Discrimination) program emphasizes the conciseness and intelligibility of the resultant class descriptions, using three intuitive simplicity criteria to this end. We illustrate MPD with applications in componential analysis (in lexicology and phonology), language typology, and speech pathology.