
arXiv: 2302.02954
AbstractWe give a thorough description of the asymptotic property of the maximum likelihood estimator (MLE) of the skewness parameter of a Skew Brownian Motion (SBM). Thanks to recent results on the Central Limit Theorem of the rate of convergence of estimators for the SBM, we prove a conjecture left open that the MLE has asymptotically a mixed normal distribution involving the local time with a rate of convergence of order . We also give a series expansion of the MLE and study the asymptotic behavior of the score and its derivatives, as well as their variation with the skewness parameter. In particular, we exhibit a specific behavior when the SBM is actually a Brownian motion, and quantify the explosion of the coefficients of the expansion when the skewness parameter is close to or 1.
[MATH.MATH-PR] Mathematics [math]/Probability [math.PR], skew Brownian motion, Statistics, Probability (math.PR), maximum likelihood estimator, Mathematics - Statistics Theory, Statistics Theory (math.ST), statistical estimation, maximum likelihood estimator (MLE), null recurrent process, FOS: Mathematics, Skew Brownian motion, Primary 62F12, Secondary 62F03, [MATH.MATH-ST] Mathematics [math]/Statistics [math.ST], Mathematics - Probability
[MATH.MATH-PR] Mathematics [math]/Probability [math.PR], skew Brownian motion, Statistics, Probability (math.PR), maximum likelihood estimator, Mathematics - Statistics Theory, Statistics Theory (math.ST), statistical estimation, maximum likelihood estimator (MLE), null recurrent process, FOS: Mathematics, Skew Brownian motion, Primary 62F12, Secondary 62F03, [MATH.MATH-ST] Mathematics [math]/Statistics [math.ST], Mathematics - Probability
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