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arxiv 2011.13030 v1 pith:TVUFJG57 submitted 2020-11-25 math.PR math.STstat.TH

A weak law of large numbers for realised covariation in a Hilbert space setting

classification math.PR math.STstat.TH
keywords hilbertstochasticvolatilitycovariationestimatorlargenumbersprocess
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This article generalises the concept of realised covariation to Hilbert-space-valued stochastic processes. More precisely, based on high-frequency functional data, we construct an estimator of the trace-class operator-valued integrated volatility process arising in general mild solutions of Hilbert space-valued stochastic evolution equations in the sense of Da Prato and Zabczyk (2014). We prove a weak law of large numbers for this estimator, where the convergence is uniform on compacts in probability with respect to the Hilbert-Schmidt norm. In addition, we show that the conditions on the volatility process are valid for most common stochastic volatility models in Hilbert spaces.

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