| HAL: hal-00598553, version 2 |
| DOI: 10.1016/j.spa.2012.04.006 |
| Detailed view | Export this paper |
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| Stochastic Processes and their Applications (2012) Epub ahead of print |
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| Available versions: | v1 (2011-06-06) | v2 (2011-12-19) |
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| Contrast estimator for completely or partially observed hypoelliptic diffusion |
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| Adeline Samson 1Michèle Thieullen 2 |
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| (2012) |
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| Parametric estimation of two-dimensional hypoelliptic diffusions is considered when complete observations -both coordinates discretely observed- or partial observations -only one coordinate observed are available. Since the volatility matrix is degenerate, Euler contrast estimators cannot be used directly. For complete observations, we introduce an Euler contrast based on the second coordinate only. For partial observations, we define a contrast based on an integrated diffusion resulting from a transformation of the original one. A theoretical study proves that the estimators are consistent and asymptotically Gaussian. A numerical application to Langevin systems illustrates the nice properties of both complete and partial observations estimators. |
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| 1: | Mathématiques appliquées Paris 5 (MAP5) |
| CNRS : UMR8145 – Université Paris V - Paris Descartes | |
| 2: | Laboratoire de Probabilités et Modèles Aléatoires (LPMA) |
| CNRS : UMR7599 – Université Pierre et Marie Curie [UPMC] - Paris VI – Université Paris VII - Paris Diderot | |
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| Subject | : | Mathematics/Statistics Statistics/Statistics Theory |
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| Hypoelliptic diffusion – Langevin system – Stochastic differential equations – Partial observations – Contrast estimator |
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| Attached file list to this document: | |||||
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| hal-00598553, version 2 | |
| http://hal.archives-ouvertes.fr/hal-00598553 | |
| oai:hal.archives-ouvertes.fr:hal-00598553 | |
| From: Adeline Samson | |
| Submitted on: Monday, 19 December 2011 10:31:14 | |
| Updated on: Thursday, 21 June 2012 23:19:02 | |