Nonparametric estimation and testing time-homogeneity for processes with independent increments
We consider a nonparametric estimation problem for the Lévy measure of time-inhomogeneous process with independent increments. We derive the functional asymptotic normality and efficiency, in an l[infinity]-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.
Year of publication: |
2008
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Authors: | Nishiyama, Yoichi |
Published in: |
Stochastic Processes and their Applications. - Elsevier, ISSN 0304-4149. - Vol. 118.2008, 6, p. 1043-1055
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Publisher: |
Elsevier |
Keywords: | Empirical process Process with independent increments Lévy process Martingale Nonparametric estimation Change point problem |
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