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ICPR
2008
IEEE

Utilizing non-uniform cost learning for active control of inter-class confusion

11 years 6 months ago
Utilizing non-uniform cost learning for active control of inter-class confusion
In this paper, we demonstrate the use of learning with non-uniform error-cost as a novel technique to design a multiclass cost-sensitive classifier. We investigate two important aspects of the design. First, we show that the learning is effective enough for active control of the multiclass confusion matrix using the cost-matrix. Second, we study the cases when the classifiers have mild model mismatch problems, and conclude that our design still have better performance compared to the conventional cost-sensitive classifier design.
Dwi Sianto Mansjur, Qiang Fu, Biing-Hwang Juang
Added 30 May 2010
Updated 30 May 2010
Type Conference
Year 2008
Where ICPR
Authors Dwi Sianto Mansjur, Qiang Fu, Biing-Hwang Juang
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