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Estimation of multivariate critical layers: Applications to rainfall data
- Source :
- Journal de la Société Française de Statistique, Journal de la Société Française de Statistique, Société Française de Statistique et Société Mathématique de France, 2015, 156 (1), pp. 11-50
- Publication Year :
- 2015
- Publisher :
- HAL CCSD, 2015.
-
Abstract
- International audience; Calculating return periods and critical layers (i.e., multivariate quantile curves) in a multivariate environment is a di cult problem. A possible consistent theoretical framework for the calculation of the return period, in a multi-dimensional environment, is essentially based on the notion of copula and level sets of the multivariate probability distribution. In this paper we propose a fast and parametric methodology to estimate the multivariate critical layers of a distribution and its associated return periods. The model is based on transformations of the marginal distributions and transformations of the dependence structure within the class of Archimedean copulas. The model has a tunable number of parameters, and we show that it is possible to get a competitive estimation without any global optimum research. We also get parametric expressions for the critical layers and return periods. The methodology is illustrated on hydrological 5-dimensional real data. On this real data-set we obtain a good quality of estimation and we compare the obtained results with some classical parametric competitors
- Subjects :
- [MATH.MATH-PR] Mathematics [math]/Probability [math.PR]
copulas
[STAT.TH] Statistics [stat]/Statistics Theory [stat.TH]
hyperbolic conversion functions,copulas,level sets estimation,Multivariate probability transformations,risk assessment,multivariate return periods
level sets estimation
risk assessment
[STAT.TH]Statistics [stat]/Statistics Theory [stat.TH]
[SHS.ECO]Humanities and Social Sciences/Economics and Finance
AMS 2000 subject classifications: 62H12, 62E17, 62G05, 62G20
[MATH.MATH-PR]Mathematics [math]/Probability [math.PR]
Multivariate probability transformations
hyperbolic conversion functions
multivariate return periods
[MATH.MATH-ST]Mathematics [math]/Statistics [math.ST]
[SHS.ECO] Humanities and Social Sciences/Economics and Finance
[MATH.MATH-ST] Mathematics [math]/Statistics [math.ST]
Subjects
Details
- Language :
- English
- ISSN :
- 19625197 and 21026238
- Database :
- OpenAIRE
- Journal :
- Journal de la Société Française de Statistique, Journal de la Société Française de Statistique, Société Française de Statistique et Société Mathématique de France, 2015, 156 (1), pp. 11-50
- Accession number :
- edsair.dedup.wf.001..72f64cc619a8d231404331183197e2bf