Minimax Classification under Concept Drift with Multidimensional Adaptation and Performance Guarantees

Verónica Álvarez, Santiago Mazuelas, José Antonio Lozano

Abstract: The statistical characteristics of instance-label pairs often change with time in practical scenarios of supervised classification. Conventional learning techniques adapt to such concept drift acco...