Abstract:Estimation of the characteristics of the jumps of a general Poisson-diffusion model. Scand. Actuarial J. 2004; 1: 42Á/52We consider a filtered probability space with a standard Brownian motion W, a simple Poisson process N with constant intensity l /0, and we consider the process Y such that Y 0 /R and dY t 0a t dt's t dW t 'g t dN t ; t0;(1)where a, s are predictable bounded stochastic processes, and g is a predictable process which is bounded away from zero. A discrete record of n'/1 observations {Y 0 , Y t … Show more
“…In Shimizu and Yoshida (2006), they used the asymptotic filter as {|∆ n i X| > Lh ρ n } for a constant L > 0 and ρ ∈ (0, 1/2), and this threshold certainly satisfies condition (6.2). Furthermore Mancini (2004) proposed a similar type of filter {|∆ n i X| > L √ h n log h −1 n } for a constant L > 0, which also satisfied the above conditions. Similarly we demand those conditions on γ n .…”
“…In Shimizu and Yoshida (2006), they used the asymptotic filter as {|∆ n i X| > Lh ρ n } for a constant L > 0 and ρ ∈ (0, 1/2), and this threshold certainly satisfies condition (6.2). Furthermore Mancini (2004) proposed a similar type of filter {|∆ n i X| > L √ h n log h −1 n } for a constant L > 0, which also satisfied the above conditions. Similarly we demand those conditions on γ n .…”
“…Mancini (2001), Mancini (2004) and Mancini (2003) has developed robust estimators of Y ct in the presence of finite activity jumps. Her approach is to use truncation…”
Section: Alternative Methods For Identifying Jumpsmentioning
“…Further results on almost sure identi cation of jumps by this method are given in Mancini (2004) and Mancini & Reno (2006), who apply this to clean for jumps in truncated quadratic variation estimators of volatility. For inference on whether the process included jumps, we need distributional results.…”
Section: Tests Based On Largest Incrementsmentioning
Asymptotic properties of jump tests rely on the property that any jump occurs within a single time interval no matter what the observation frequency is. Market microstructure e ects in relation to news-induced revaluation of the underlying variable is likely to make this an unrealistic assumption for high-frequency transaction data. To capture these microstructure e ects, this paper suggests a model in which market prices adjust gradually to jumps in the underlying e cient price. A case study illustrates the empirical relevance of the model, and the performance of di erent jump tests is investigated here and in a simulation study. Evidence indicates that tests based on the largest of scaled price increments perform better than tests comparing measures of variability. Resolving the matter by testing at lower frequencies turns out to be less straightforward.
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