Estimation of a multivariate Box-Cox transformation to elliptical symmetry via the empirical characteristic function |
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Authors: | Adolfo J. Quiroz Miguel Nakamura Francisco J. Pérez |
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Affiliation: | (1) Departmento de Matemáticas, Universidad Simón Bolívar, Apartado Postal 89000, Valle de Sartenejas, Baruta, Caracas, Venezuela;(2) Centro de Investigación en Matemáticas, Apartado Postal 402, 36000 Guanajuato, Gto., Mexico |
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Abstract: | Let X=(X1, X2,..., Xd)t be a random vector of positive entries, such that for some =(1,2,...,d)t, the vector X() defined by % MathType!MTEF!2!1!+-% feaafeart1ev1aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn% hiov2DGi1BTfMBaeXafv3ySLgzGmvETj2BSbqefm0B1jxALjhiov2D% aebbfv3ySLgzGueE0jxyaibaiiYdd9qrFfea0dXdf9vqai-hEir8Ve% ea0de9qq-hbrpepeea0db9q8as0-LqLs-Jirpepeea0-as0Fb9pgea% 0lrP0xe9Fve9Fve9qapdbaqaaeGacaGaaiaabeqaamaabaabcaGcba% GaamiwamaaDaaaleaamiaadMgaaSqaaWGaaiikaiabeU7aSnaaBaaa% baGaamyAaiaacMcaaeqaaaaakiabg2da9iaacIcadaWcgaqaaiaadI% fadaqhaaWcbaadcaWGPbaaleaamiabeU7aSnaaBaaabaGaamyAaaqa% baaaaOGaeyOeI0IaaGymaiaacMcaaeaacqaH7oaBdaWgaaWcbaadca% WGPbGaaiilaaWcbeaakiaadMgacqGH9aqpcaaIXaGaeSOjGSKaaiil% aiaadsgaaaaaaa!53BB![X_i^{(lambda _{i)} } = ({{X_i^{lambda _i } - 1)} mathord{left/ {vphantom {{X_i^{lambda _i } - 1)} {lambda _{i,} i = 1 ldots ,d}}} right. kern-nulldelimiterspace} {lambda _{i,} i = 1 ldots ,d}}]is elliptically symmetric. We describe a procedure based on the multivariate empirical characteristic function for estimating the i's. Asymptotic results regarding consistency of the estimators are given and we evaluate their performance in simulated data. In a one-dimensional setting, comparisons are made with other available transformations to symmetry.Adolfo Quiroz and Miguel Nakamura's research was partially supported by CONACYT (Mexico) grants numbers 1858E9219 and 4224E9405, while Dr. Quiroz was visiting Centro de Investigación en Matemáticas at Guanajuato, Mexico. |
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Keywords: | Elliptically contoured distributions empirical characteristic function Box-Cox transformations |
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