2002 · 94 citations · 6 references
ComputingComputer ScienceHealth InformaticsBiomedical Text MiningKnowledge RepresentationNatural Language ProcessingBayesian Reasoning In DiagnosisClinical Knowledge RepresentationClinical Natural Language ProcessingInformation ExtractionSemantic NetworksBayesian NetworksBayesian Neural NetworksClinical Text AnnotationText Networks
This paper describes the basic philosophy and implementation of MPLUS (M+), a robust medical text analysis tool that uses a semantic model based on Bayesian Networks (BNs). BNs provide a concise and useful formalism for representing semantic patterns in medical text, and for recognizing and reasoning over those patterns. BNs are noise-tolerant, and facilitate the training of M+.
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Object-Oriented Bayesian Networks
Daphne Koller, Avi Pfeffer · arXiv (Cornell University) · 2013 · 497 citations · Full text
A natural language parsing system for encoding admitting diagnoses.
Peter J. Haug, Lee M. Christensen, Michael L. Gundersen et al. · PubMed · 1997 · 51 citations
Unification-based semantic interpretation
Robert C. Moore · 1989 · 39 citations · Full text
Language Studies, Computer Science, Natural Language Processing +12