IEEE

Prediction of Breast Cancer utilizing Logistic Regression, Decision Tree, Random Forest

Abstract: Breast Cancer is the first cause of death for cancer in women. The application of Machine learning techniques in medical fields is one of the fastest-growing areas in disease diagnosis. A ...
IEEE

A Comparative Analysis of Logistic Regression and Random Forest Algorithm for Cyber Attacks Classification

Abstract: This research aims to compare the performance of Logistic Regression and Random Forest algorithms in classifying cyber-attack types. Using a data set consisting of 494,021 data points with ...
GitHub

15_multinomial_logistic_regression.md

We will use a dataset on high school students’ choice of academic program (general, academic, vocational) to illustrate the methods. Binary logistic regression ...
Scientific Research Publishing

Maulina, M., Hiola, Y.P. and Alamudi, A. (2025) Performance Evaluation of Multinomial Logistic Regression, Random Forest, and XGBoost Methods in Data Classification. Journal of ...

ABSTRACT: Detecting behavioural signatures of depression from everyday digital traces is a central challenge in computational psychiatry. Real-world datasets from smartphones and wearables often ...