Probabilistic Diagnosis Using a Reformulation of the INTERNIST-1
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Citation: Blackford Middleton and Michael Shwe and David Heckerman and Max Henrion and Eric Horvitz and Harold P. Lehmann and Gregory F. Cooper. (1991) Probabilistic Diagnosis Using a Reformulation of the INTERNIST-1. In KSL-90-68, 1991.
| Publication techreport ( Edit ) | |
| type | Technical Report |
| bibtype | techreport |
| Bibtex basics | |
| author | Blackford Middleton and Michael Shwe and David Heckerman and Max Henrion and Eric Horvitz and Harold P. Lehmann and Gregory F. Cooper |
| title | Probabilistic Diagnosis Using a Reformulation of the INTERNIST-1 |
| number | KSL-90-68 |
| institution | Knowledge Systems, AI Laboratory |
| year | 1991 |
| Bibtex more | |
| Access Paper | |
| abstract | We have developed a probabilistic reformulation of the Quick Medical Reference (QMR) system. In Part I of this two-part series, we described a two-level, multiply connected belief-network representation of the QMR knowledge base and a simulation algorithm to perform probabilistic inference on the reformulated knowledge base. In Part II of this series, we report on an evaluation of the probabilistic QMR, in which we compare the performance of QMR to that of our probabilistic system on cases abstracted from continuing medical education materials from Scientific American Medicine. In addition,we analyze empirically several components of the probabilistic model and simulation algorithm. |
| KSL Technical Report ID: KSL-90-68 |
Facts about Probabilistic Diagnosis Using a Reformulation of the INTERNIST-1RDF feed
| Abstract | We have developed a probabilistic reformul … We have developed a probabilistic reformulation of the Quick Medical Reference (QMR) system. In Part I of this two-part series, we described a two-level, multiply connected belief-network representation of the QMR knowledge base and a simulation algorithm to perform probabilistic inference on the reformulated knowledge base. In Part II of this series, we report on an evaluation of the probabilistic QMR, in which we compare the performance of QMR to that of our probabilistic system on cases abstracted from continuing medical education materials from Scientific American Medicine. In addition,we analyze empirically several components of the probabilistic model and simulation algorithm. babilistic model and simulation algorithm. |
| Author | Blackford Middleton and Michael Shwe and David Heckerman and Max Henrion and Eric Horvitz and Harold P. Lehmann and Gregory F. Cooper + |
| Bibtype | techreport + |
| Has author | Blackford Middleton and Michael Shwe and David Heckerman and Max Henrion and Eric Horvitz and Harold P. Lehmann and Gregory F. Cooper + |
| Has identifier | KSL-90-68 + |
| Has publishing details | 1991 + |
| Has title | Probabilistic Diagnosis Using a Reformulation of the INTERNIST-1 + |
| Has where published | KSL-90-68 + |
| Has year | 1991 + |
| Institution | Knowledge Systems, AI Laboratory + |
| Ksl tr id | KSL-90-68 + |
| Number | KSL-90-68 + |
| Process note | YES + |
| Title | Probabilistic Diagnosis Using a Reformulation of the INTERNIST-1 + |
| Year | 1991 + |
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