Logistic Regression
Description
Logistic Regression, despite its name, is a linear model for classification rather than regression. Logistic regression is also known in the literature as logit regression, maximum-entropy classification (MaxEnt) or the log-linear classifier. In this model, the probabilities describing the possible outcomes of a single trial are modeled using a logistic function.
Source: scikit-learn
Image: Michaelg2015
Papers Using This Method
Comparative Analysis of Vision Transformers and Traditional Deep Learning Approaches for Automated Pneumonia Detection in Chest X-Rays2025-07-11The Delta Learning Hypothesis: Preference Tuning on Weak Data can Yield Strong Gains2025-07-08From Motion to Meaning: Biomechanics-Informed Neural Network for Explainable Cardiovascular Disease Identification2025-07-08Subspace-based Approximate Hessian Method for Zeroth-Order Optimization2025-07-08FinAI-BERT: A Transformer-Based Model for Sentence-Level Detection of AI Disclosures in Financial Reports2025-06-29Radiomic fingerprints for knee MR images assessment2025-06-25Quantum Neural Networks for Propensity Score Estimation and Survival Analysis in Observational Biomedical Studies2025-06-24Pattern-Based Phase-Separation of Tracer and Dispersed Phase Particles in Two-Phase Defocusing Particle Tracking Velocimetry2025-06-22Probing for Phonology in Self-Supervised Speech Representations: A Case Study on Accent Perception2025-06-21Modeling and Inferring Metacommunity Dynamics with Maximum Caliber2025-06-20Federated Learning for MRI-based BrainAGE: a multicenter study on post-stroke functional outcome prediction2025-06-18YOLOv11-RGBT: Towards a Comprehensive Single-Stage Multispectral Object Detection Framework2025-06-17Bayesian Hybrid Machine Learning of Gallstone Risk2025-06-17Constant Stepsize Local GD for Logistic Regression: Acceleration by Instability2025-06-16Gradient-Normalized Smoothness for Optimization with Approximate Hessians2025-06-16A Comparative Study of Machine Learning Techniques for Early Prediction of Diabetes2025-06-11EDINET-Bench: Evaluating LLMs on Complex Financial Tasks using Japanese Financial Statements2025-06-10The Impact of Feature Scaling In Machine Learning: Effects on Regression and Classification Tasks2025-06-09Token Signature: Predicting Chain-of-Thought Gains with Token Decoding Feature in Large Language Models2025-06-06Sentiment Analysis in Learning Management Systems Understanding Student Feedback at Scale2025-06-05