Correct vs. Parsed Data for Inferring Pneumonia in Chest X-ray Reports
METHODS Inferencing Algorithm The four inferencing algorithms we test are: 1. Expert
crafted rules. 2. Expert crafted Bayesian net (BNI). 3. Machine Learned Decision Tree. We
used Quinlan's See5. 0 Decision Tree software to learn rules from data contained in 298
chest radiograph reports [2]. 4. Bayesian network created from decision tree rules (BN2). We
used the attributes See5. 0 deemed important to create another Bayesian network. Test Set
crafted rules. 2. Expert crafted Bayesian net (BNI). 3. Machine Learned Decision Tree. We
used Quinlan's See5. 0 Decision Tree software to learn rules from data contained in 298
chest radiograph reports [2]. 4. Bayesian network created from decision tree rules (BN2). We
used the attributes See5. 0 deemed important to create another Bayesian network. Test Set
[PDF][PDF] Correct vs. Parsed Data for Inferring Pneumonia in Chest X-ray Reports
WW Chapman, MD Marcelo Fiszman, PJ Haug - europepmc.org
METHODS Inferencing Algorithm The four inferencing algorithms we test are: 1. Expert
crafted rules. 2. Expert crafted Bayesian net (BNI). 3. Machine Learned Decision Tree. We
used Quinlan's See5. 0 Decision Tree software to learn rules from data contained in 298
chest radiograph reports [2]. 4. Bayesian network created from decision tree rules (BN2). We
used the attributes See5. 0 deemed important to create another Bayesian network. Test Set
crafted rules. 2. Expert crafted Bayesian net (BNI). 3. Machine Learned Decision Tree. We
used Quinlan's See5. 0 Decision Tree software to learn rules from data contained in 298
chest radiograph reports [2]. 4. Bayesian network created from decision tree rules (BN2). We
used the attributes See5. 0 deemed important to create another Bayesian network. Test Set
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