7 citations · 7 across the 3 of their papers we have counts for
4 papers · 1 filter
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…
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…
N-ary Error Correcting Coding Scheme
Joey Tianyi Zhou, Ivor W. Tsang, Shen-Shyang Ho +1
The coding matrix design plays a fundamental role in the prediction performance of the error correcting output codes (ECOC)-based multi-class task. {In many-class classification pr…
On the Detection of Concept Changes in Time-Varying Data Stream by Testing Exchangeability
Shen-Shyang Ho, Harry Wechsler
A martingale framework for concept change detection based on testing data exchangeability was recently proposed (Ho, 2005). In this paper, we describe the proposed change-detection…