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ALT
2002
Springer
15 years 7 months ago
Constraint Classification: A New Approach to Multiclass Classification
Sariel Har-Peled, Dan Roth, Dav Zimak
68
Voted
EOR
2006
74views more  EOR 2006»
14 years 10 months ago
A mixed-integer programming approach to multi-class data classification problem
This paper presents a new data classification method based on mixed-integer programming. Traditional approaches that are based on partitioning the data sets into two groups perfor...
Fadime Üney Yüksektepe, Metin Türka...
97
Voted
ICMLA
2010
14 years 8 months ago
Classification Models with Global Constraints for Ordinal Data
Ordinal classification is a form of multi-class classification where there is an inherent ordering between the classes, but not a meaningful numeric difference between them. Althou...
Jaime S. Cardoso, Ricardo Sousa
77
Voted
ICML
2005
IEEE
15 years 11 months ago
Preference learning with Gaussian processes
In this paper, we propose a probabilistic kernel approach to preference learning based on Gaussian processes. A new likelihood function is proposed to capture the preference relat...
Wei Chu, Zoubin Ghahramani
72
Voted
AUSAI
2008
Springer
15 years 7 days ago
Discriminating Against New Classes: One-class versus Multi-class Classification
Many applications require the ability to identify data that is anomalous with respect to a target group of observations, in the sense of belonging to a new, previously unseen `atta...
Kathryn Hempstalk, Eibe Frank