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In practice, observations are often contaminated by noise, making the resulting sample covariance matrix to be an information-plus-noise-type covariance matrix.
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Jacod J., Y. Li, and X. Zheng (2014). Statistical Properties of Microstructure Noise: II. Available at SSRN: http://ssrn.com/abstract=2212119
2014
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2015
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