Kernel methods and support vector machines (SVMs) serve as cornerstones in modern machine learning, offering robust techniques for both classification and regression tasks. At their core, kernel ...

A support vector machine (SVM) is a software system that can perform binary classification. For example, you can use an SVM to create a model that predicts the sex of a person (male, female) based on ...

Illustration of the Support Vector Machine (SVM) Algorithm. The Black Circles and Triangles Indicate Unaffected Individuals and Patients with CVD, Respectively. A: Normal people and CVD patients are ...