AI Research

AI & ML Research Papers

A comprehensive index of artificial intelligence and machine-learning research with AI-generated summaries, citation metrics, and direct links to papers and code.

All Papers

2 papers

Preprint2012

Ensemble Methods: Foundations and Algorithms

Zhi‐Hua Zhou

A comprehensive textbook covering ensemble methods including Boosting, Bagging, Random Forest, and diversity measures.

2.1kJan 1, 2012

JournalIEEE Circuits and Systems Magazine2006

Ensemble based systems in decision making

Robi Polikar

This paper reviews ensemble-based systems in decision making, covering conditions for their superiority over single classifiers, algorithms like bagging and boosting, combination rules, and future applications.

2.9kJan 1, 2006