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Understanding Machine Learning Models
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  • Update Date: 19 Feb 2025
  • machine learning
  • medical prediction
  • bootstrap simulation
  • shapely additive explanations
  • SHAP
Video Introduction

This video is adapted from 10.1371/journal.pone.0281922

Machine learning methods are widely used within the medical field. However, the reliability and efficacy of these models are difficult to assess, making it difficult for researchers to identify which machine-learning model to apply to their dataset. The researchers of this study assessed whether variance calculations of model metrics (e.g., AUROC, Sensitivity, Specificity) through bootstrap simulation and SHapely Additive exPlanations (SHAP) could increase model transparency and improve model selection.

Find more at: https://scholar.google.com/citations?user=AwaT7tcAAAAJ&hl=en&oi=ao

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Cite
If you have any further questions, please contact Encyclopedia Editorial Office.
Huang, S. Understanding Machine Learning Models. Encyclopedia. Available online: https://encyclopedia.pub/video/video_detail/1492 (accessed on 17 January 2026).
Huang S. Understanding Machine Learning Models. Encyclopedia. Available at: https://encyclopedia.pub/video/video_detail/1492. Accessed January 17, 2026.
Huang, Samuel. "Understanding Machine Learning Models" Encyclopedia, https://encyclopedia.pub/video/video_detail/1492 (accessed January 17, 2026).
Huang, S. (2025, February 07). Understanding Machine Learning Models. In Encyclopedia. https://encyclopedia.pub/video/video_detail/1492
Huang, Samuel. "Understanding Machine Learning Models." Encyclopedia. Web. 07 February, 2025.
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