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Maximum likelihood estimator for skew Brownian motion: The convergence rate

Maximum likelihood estimator for skew Brownian motion: the convergence rate
Authors: Lejay, Antoine; Mazzonetto, Sara;

Maximum likelihood estimator for skew Brownian motion: The convergence rate

Abstract

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.

Country
France
Keywords

[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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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
3
Top 10%
Average
Average
Green
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