In this paper, we are interested in estimation problem for the drift parameters matrices of m independent multivariate diffusion processes. More specifically, we consider the case where the m-parameters matrices are supposed to satisfy some uncertain constraints. Given such an uncertainty, we develop shrinkage estimators which improve over the performance of the maximum likelihood estimator (MLE). Under an asymptotic distributional quadratic risk criterion, we study the relative dominance of the established estimators. Further, we carry out simulation studies for observation periods of small and moderate lengths of time that corroborate the theoretical finding for which shrinkage estimators outperform over the MLE. The proposed method is useful in model assessment and variable selection.
Mots clés : asymptotic distributional risk, diffusion process, MLE, Shrinkage estimator, Wiener process
@article{PS_2012__16__139_0,
author = {Nkurunziza, S\'ev\'erien},
title = {Shrinkage strategies in some multiple multi-factor dynamical systems},
journal = {ESAIM: Probability and Statistics},
pages = {139--150},
publisher = {EDP-Sciences},
volume = {16},
year = {2012},
doi = {10.1051/ps/2010015},
mrnumber = {2946124},
language = {en},
url = {http://www.numdam.org/articles/10.1051/ps/2010015/}
}
TY - JOUR AU - Nkurunziza, Sévérien TI - Shrinkage strategies in some multiple multi-factor dynamical systems JO - ESAIM: Probability and Statistics PY - 2012 SP - 139 EP - 150 VL - 16 PB - EDP-Sciences UR - http://www.numdam.org/articles/10.1051/ps/2010015/ DO - 10.1051/ps/2010015 LA - en ID - PS_2012__16__139_0 ER -
Nkurunziza, Sévérien. Shrinkage strategies in some multiple multi-factor dynamical systems. ESAIM: Probability and Statistics, Tome 16 (2012), pp. 139-150. doi : 10.1051/ps/2010015. http://www.numdam.org/articles/10.1051/ps/2010015/
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