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Source: Studies in Health Technology and Informatics
Condition: Ulcerative Colitis
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Total 5 results found since Jan 2013.
Machine Learning Based Metagenomic Prediction of Inflammatory Bowel Disease
In this study, we investigate faecal microbiota composition, in an attempt to evaluate performance of classification algorithms in identifying Inflammatory Bowel Disease (IBD) and its two types: Crohn's disease (CD) and ulcerative colitis (UC). From many investigated algorithms, a random forest (RF) classifier was selected for detailed evaluation in three-class (CD versus UC versus nonIBD) classification task and two binary (nonIBD versus IBD and CD versus UC) classification tasks. We dealt with class imbalance, performed extensive parameter search, dimensionality reduction and two-level classification. In three-class clas...
Source: Studies in Health Technology and Informatics - November 4, 2021 Category: Information Technology Authors: Andrea Mihajlovi ć Katarina Mladenovi ć Tatjana Lon čar-Turukalo Sanja Brdar Source Type: research
