Optimal Interpolation of Fractional Brownian Motion Given Its Noisy Samples
T. Blu, M. Unser
Proceedings of the Thirty-First IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP'06), Toulouse, French Republic, May 14-19, 2006, pp. III-860–III-863.
We consider the problem of estimating a fractional Brownian motion known only from its noisy samples at the integers. We show that the optimal estimator can be expressed using a digital Wiener-like filter followed by a simple time-variant correction accounting for nonstationarity.
Moreover, we prove that this estimate lives in a symmetric fractional spline space and give a practical implementation for optimal upsampling of noisy fBm samples by integer factors.
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AUTHOR="Blu, T. and Unser, M.",
TITLE="Optimal Interpolation of Fractional {B}rownian Motion Given Its
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BOOKTITLE="Proceedings of the Thirty-First {IEEE} International
Conference on Acoustics, Speech, and Signal Processing
({ICASSP'06})",
YEAR="2006",
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pages="{III}-860--{III}-863",
address="Toulouse, French Republic",
month="May 14-19,",
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