Ranking and Empirical Minimization of U-Statistics
The problem of ranking/ordering instances, instead of simply classifying them, has recently gained much attention in machine learning. In this paper we formulate the ranking problem in a rigorous statistical framework. The goal is to learn a ranking rule for deciding, among two instances, which one...
| Veröffentlicht in: | The Annals of Statistics. - Institute of Mathematical Statistics. - 36(2008), 2, Seite 844-874 |
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| Format: | Online-Aufsatz |
| Sprache: | English |
| Veröffentlicht: |
2008
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| Zugriff auf das übergeordnete Werk: | The Annals of Statistics |
| Schlagworte: | Statistical learning Theory of classification VC classes Fast rates Convex risk minimization Moment inequalities U-processes Mathematics Physical sciences Applied sciences mehr... |
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