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A comparative study of pairwise learning methods based on kernel ridge regression
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- Conference Paper
- C1
- open access
Optimizing the F-measure in multi-label classification : plug-in rule approach versus structured loss minimization
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BeneLearn 2012 : proceedings of the 21st Belgian-Dutch conference on machine learning
Bernard De Baets (UGent) , Bernard Manderick, Michaël Rademaker (UGent) and Willem Waegeman (UGent)(2012) -
- Journal Article
- A1
- open access
A kernel-based framework for learning graded relations from data
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- Conference Paper
- P1
- open access
An analysis of chaining in multi-label classification
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F-Measure maximization in topical classification
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- Conference Paper
- C1
- open access
Learning monadic and dyadic relations : three case studies in systems biology
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Conditional ranking algorithms for efficient object retrieval and object querying on relational data
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On label dependence and loss minimization in multi-label classification
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- Conference Paper
- C1
- open access
Label ranking with partial abstention based on thresholded probabilistic models
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An exact algorithm for F-measure maximization
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- Conference Paper
- C1
- open access
Joint mode estimation in multi-label classification by chaining
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- Conference Paper
- C1
- open access
ERA ranking representability: the missing link between ordinal regression and multi-class classification
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- Conference Paper
- P1
- open access
Learning valued relations from data
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- Conference Paper
- P1
- open access
Modelling fish habitat preference with a genetic algorithm-optimized Takagi-Sugeno model based on pairwise comparisons
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Incorporating prior knowledge in multiple output regression with application to chemometrics
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A kernel framework for learning relations from paired-comparison data
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Supervised learning algorithms for multi-class classification problems with partial class memberships
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A discussion on the accuracy-complexity relationship in modelling fish habitat preference using genetic Takagi-Sugeno fuzzy systems
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- Conference Paper
- C1
- open access
An exact algorithm for F-measure maximization
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Learning intransitive reciprocal relations with kernel methods
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A transitivity analysis of bipartite rankings in pairwise multi-class classification
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- Conference Paper
- C1
- open access
Regret analysis for performance metrics in multi-label classification: the case of Hamming and subset zero-one loss
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- Conference Paper
- P1
- open access
Conditional ranking on relational data
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- Conference Paper
- C1
- open access
Ensemble methods for multi-label learning of compositional data
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- Conference Paper
- C1
- open access
On label dependence in multilabel classification
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Conditional ranking on relational data
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On the use of ordinal regression and cost-sensitive classification in 3-class brain-computer interfaces
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Machine learning algorithms for coupling FAME and 16S rRNA data in bacterial species identification
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Kernel-based learning methods for preference aggregation
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Kernel-based aggregation of fuzzy and probabilistic preference relations
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Ranking by learning layered graphs
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The volume under the ROC surface as evaluation criterion for ordinal regression models