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Economics Commons

Open Access. Powered by Scholars. Published by Universities.®

1996

Yale University

Nonparametric regression

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Full-Text Articles in Economics

The Limiting Behavior Of Kernel Estimates Of The Lyapunov Exponent For Stochastic Time Series, Yoon-Jae Whang, Oliver B. Linton Aug 1996

The Limiting Behavior Of Kernel Estimates Of The Lyapunov Exponent For Stochastic Time Series, Yoon-Jae Whang, Oliver B. Linton

Cowles Foundation Discussion Papers

This paper derives the asymptotic distribution of a smoothing-based estimator of the Lyapunov exponent for a stochastic time series under two general scenarios. In the first case, we are able to establish root-T consistency and asymptotic normality, while in the second case, which is more relevant for chaotic processes, we are only able to establish asymptotic normality at a slower rate of convergence. We provide consistent confidence intervals for both cases. We apply our procedures to simulated data.