Diagnosis of Inflammatory Bowel Disease and Colorectal Cancer through Multi-View Stacked Generalization Applied on Gut Microbiome Data

Diagnosis of Inflammatory Bowel Disease and Colorectal Cancer through Multi-View Stacked Generalization Applied on Gut Microbiome Data

Most of the microbiome studies suggest that using ensemble models such as Random Forest results in best predictive power. In this study, we empirically evaluate a more powerful ensemble learning algorithm, multi-view stacked generalization, on pediatric inflammatory bowel disease and adult colorecta...

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Bibliographic Details
Main Authors: Sultan Imangaliyev, Jörg Schlötterer, Folker Meyer, Christin Seifert
Format: Article
Language:English
Published: MDPI AG 2022-10-01
Series:Diagnostics
Subjects:
gut microbiome
machine learning
classification
inflammatory bowel disease
colorectal cancer
stacked generalization
Online Access:https://www.mdpi.com/2075-4418/12/10/2514

Internet

https://www.mdpi.com/2075-4418/12/10/2514

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