2 papers
cs.LG2021
Optimal N-ary ECOC Matrices for Ensemble Classification
Hieu D. Nguyen, Lucas J. Lavalva, Shen-Shyang Ho +2
A new recursive construction of -ary error-correcting output code (ECOC) matrices for ensemble classification methods is presented, generalizing the classic doubling constructio…
cs.LG2021
Ensemble Learning using Error Correcting Output Codes: New Classification Error Bounds
Hieu D. Nguyen, Mohammed Sarosh Khan, Nicholas Kaegi +4
New bounds on classification error rates for the error-correcting output code (ECOC) approach in machine learning are presented. These bounds have exponential decay complexity with…