ISM Research Memorandum
No.
997
Title:
Nonparametric estimation and testing time-homogeneity for Lévy processes
Author(s):
Nishiyama, Yoichi (The Institute of Statistical Mathematics)
Key words:
Empirical process, Levy process, martingale, nonparametric estimation, change point problem.
Abstract:
We consider a nonparametric estimation problem of the Lévy measure of time-inhomogeneous Lévy process. We derive the functional asymptotic normality and efficiency, in an $ \ell ^\infty $-space, of generalized Nelson-Aalen estimators. Also we propose some asymptotically distribution free tests for time-homogeneity of the Lévy measure. Our result is a fruit of the empirical process theory and the martingale theory.