Nature

Differences in learning characteristics between support vector machine and random forest models for compound classification revealed by Shapley value analysis

In pharmaceutical research, machine learning (ML) methods have become increasingly important to address challenging tasks including, among others, the identification of drug-like active compounds, ...
Nature

Support vector machine prediction of individual Autism Diagnostic Observation Schedule (ADOS) scores based on neural responses during live eye-to-eye contact

Autism spectrum disorder (ASD) represents a heterogeneous group of neurodevelopmental conditions marked by nontypical social communication behaviors (American Psychiatric Association, 2013). The ...
Pusula

Support Vector Machines (SVM) Explained: A Complete Guide with Python Examples

Machine learning models are only as valuable as the problems they solve. Among the most powerful classical algorithms available is the Support Vector Machine (SVM), a method known for its strong ...