Nature

Multi-label classification to predict antibiotic resistance from raw clinical MALDI-TOF mass spectrometry data

Comparative analysis of classification strategies: We evaluated the performance of four classification algorithms-MLP, SVC, RF, and XGB-across multi-label and single-label settings. The results ...
Nature

Multi-label mental health classification in social media posts with multi-perspective prompt ensemble and auxiliary self-supervision

Anxiety and depression have become major global health concerns. With the rapid rise of social media, people increasingly share emotions and personal struggles through posts, which often convey ...
Visual Studio Magazine

Multi-Class Classification Using LightGBM

Dr. James McCaffrey of Microsoft Research provides a full-code, step-by-step machine learning tutorial on how to use the LightGBM system to perform multi-class classification using Python and the ...