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| HAL : hal-00696165, version 2 |
| arXiv : 1205.2679 |
| Fiche détaillée |  Récupérer au format |
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| Versions disponibles : | v1 (11-05-2012) | v2 (16-05-2012) |
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| Testing means from sampling populations with undefined labels |
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| Florent Autin 1Christophe Pouet 1 |
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| (07/10/2011) |
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| We consider the problem of testing means from samples of two populations for which the labels are not defined with certainty. We show that this problem is connected to another one that is testing expected values of components of mixture-models from two data samples. The underlying mixture-model is associated with known varying mixing-weights. We provide a testing procedure that performs well. Then we point out the loss of performance of our method due to the mixing-effect by comparing its numerical performances to the Welch's t-test on means which would have been done if true labels were available. |
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| 1 : | Laboratoire d'Analyse, Topologie, Probabilités (LATP) |
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CNRS : UMR6632 – Université de Provence - Aix-Marseille I – Université Paul Cézanne - Aix-Marseille III |
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| Domaine | : | Mathématiques/Statistiques Statistiques/Théorie |
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| Asymptotic distribution – hypothesis testing – missing labels – mixture-models |
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| Liste des fichiers attachés à ce document : | ||||||||||
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| hal-00696165, version 2 | |
| http://hal.archives-ouvertes.fr/hal-00696165 | |
| oai:hal.archives-ouvertes.fr:hal-00696165 | |
| Contributeur : Christophe Pouet | |
| Soumis le : Mardi 15 Mai 2012, 08:56:51 | |
| Dernière modification le : Mercredi 16 Mai 2012, 08:49:37 | |
