A local instrumental variable estimation method for generalized additive volatility models

Kim, W. & Linton, O. (2004). A local instrumental variable estimation method for generalized additive volatility models. (Financial Markets Group Discussion Papers 509). Financial Markets Group, The London School of Economics and Political Science.
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We investigate a new separable nonparametric model for time series, which includes many ARCH models and AR models already discussed in the literature. We also propose a new estimation procedure based on a localization of the econometric method of instrumental variables. Our method has considerable computational advantages over the competing marginal integration or projection method.

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