Econometric Analysis on Market Micro-structure Noise

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We study econometric methods for financial high-frequency data which are contaminated by market micro structure noises. When estimating covariance between two different assets, we should give consideration to non-synchronous bias as well as the contamination by noises. We examine covariance estimators to handle both the bias and noise and propose a more efficient method than existing ones.