Isabelle Guyon

(4 articles)
Supervised Classifier
1959

Supervised Classifier

Algorithm that, given a set of labeled training data, learns to predict the labels of new, unseen data.

Generality: 870

Margin
1995

Margin

In the context of AI, particularly in Support Vector Machines (SVM), margin refers to the separation between data points of different classes, signifying the distance between the decision boundary and the closest data points of the classes.

Generality: 500

Meta-Classifier
1996

Meta-Classifier

Algorithm that combines multiple ML models to improve prediction accuracy over individual models.

Generality: 811

Kernel Method
1999

Kernel Method

A set of algorithms that enable machine learning models to perform in high-dimensional spaces without directly computing those dimensions.

Generality: 500