Streaming Decision Trees for Lifelong Learning

• Published in: Machine Learning and Knowledge Discovery in Databases. Research Track Vol. 12975; pp. 502 - 518
• Main Authors: Korycki, Łukasz, Krawczyk, Bartosz
• Format: Book Chapter
• Language: English
• Published: Switzerland Springer International Publishing AG 2021; Springer International Publishing
• Series: Lecture Notes in Computer Science
• Subjects: Catastrophic forgetting; Continual learning; Data streams; Decision trees; Lifelong learning

Lifelong learning models should be able to efficiently aggregate knowledge over a long-term time horizon. Comprehensive studies focused on incremental neural networks have shown that these models tend to struggle with remembering previously learned patterns. This issue known as catastrophic forgetti...