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arxiv: 0812.3102 · v3 · pith:KNT427ZRnew · submitted 2008-12-16 · 🧮 math.PR · math.ST· stat.TH

Parameter estimation for rough differential equations

classification 🧮 math.PR math.STstat.TH
keywords differentialdrivenequationsfractionalroughasymptoticbrownianconsistency
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We construct the "expected signature matching" estimator for differential equations driven by rough paths and we prove its consistency and asymptotic normality. We use it to estimate parameters of a diffusion and a fractional diffusions, that is, a differential equation driven by fractional Brownian motion.

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