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bayesian-logistic-regression

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Implementation of multinomial logisitic regression, Weighted Logistic Regression, Bayesian Logistic Regression, Gaussian Generative Classification and Gaussian Naive Bayes Classification from scratch in MATLAB

  • Updated Apr 8, 2020
  • MATLAB

Accuracy comparison between a Bayesian and a classic logistic regression model in Python to predict ICU admission in pediatric candidemia patients. Identified key clinical risk factors through odds ratio, posterior inference, model diagnostics, and predictive performance evaluation.

  • Updated Jul 12, 2026
  • Jupyter Notebook

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