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Large Volatility Matrix Inference via Combining Low-Frequency and High-Frequency Approaches
16 references·16 citing·44 second hopsampled
Large Volatility Matrix Inference via Combining Low-Frequency and High-Frequency Approaches (2011)Large Volatility Matrix Inference via Com…High dimensional covariance matrix estimation using a factor model (2008)High dimensional covariance m…Designing Realized Kernels to Measure the ex post Variation of Equity Prices in the Presence of Noise (2008)Designing Realized Kernels to…A Simple Approximate Long-Memory Model of Realized Volatility (2008)A Simple Approximate Long-Mem…Realized Variance and Market Microstructure Noise (2006)Realized Variance and Market …Estimating Covariation: Epps Effect, Microstructure Noise (2006)Estimating Covariation: Epps …Efficient estimation of stochastic volatility using noisy observations: a multi-scale approach (2006)Efficient estimation of stoch…On covariance estimation of non-synchronously observed diffusion processes (2005)On covariance estimation of n…How Often to Sample a Continuous-Time Process in the Presence of Market Microstructure Noise (2005)How Often to Sample a Continu…Econometric Analysis of Realized Covariation: High Frequency Based Covariance, Regression, and Correlation in Financial Economics (2004)Econometric Analysis of Reali…Modeling and Forecasting Realized Volatility (2003)Modeling and Forecasting Real…A Tale of Two Time Scales: Determining Integrated Volatility with Noisy High Frequency Data (2003)A Tale of Two Time Scales: De…Econometric Analysis of Realized Volatility and its Use in Estimating Stochastic Volatility Models (2002)Econometric Analysis of Reali…An Introduction to High-Frequency Finance (2001)An Introduction to High-Frequ…Statistical study of foreign exchange rates, empirical evidence of a price change scaling law, and intraday analysis (1990)Statistical study of foreign …Asset pricing with a factor-arch covariance structure (1990)Asset pricing with a factor-a…Asset Pricing with a Factor Arch Covariance Structure: Empirical Estimates for Treasury Bills (1988)Asset Pricing with a Factor A…Major Issues in High-Frequency Financial Data Analysis: A Survey of Solutions (2025)Major Issues in High-Frequenc…Dynamic factor copula models with estimated cluster assignments (2023)Dynamic factor copula models …Principal Component Analysis in Financial Data Science (2022)Principal Component Analysis …Discovering the drivers of stock market volatility in a data-rich world (2022)Discovering the drivers of st…The Impact of Jumps and Leverage in Forecasting the Co-Volatility of Oil and Gold Futures (2019)The Impact of Jumps and Lever…High-dimensional minimum variance portfolio estimation based on high-frequency data (2019)High-dimensional minimum vari…Factor State-Space Models for High-Dimensional Realized Covariance Matrices of Asset Returns (2018)Factor State-Space Models for…Knowing Factors or Factor Loadings, or Neither? Evaluating Estimators of Large Covariance Matrices with Noisy and Asynchronous Data (2017)Knowing Factors or Factor Loa…Unified discrete-time and continuous-time models and statistical inferences for merged low-frequency and high-frequency financial data (2016)Unified discrete-time and con…ON THE ESTIMATION OF INTEGRATED COVARIANCE MATRICES OF HIGH DIMENSIONAL DIFFUSION PROCESSES1 (2016)ON THE ESTIMATION OF INTEGRAT…Asymptotic theory for large volatility matrix estimation based on high-frequency financial data (2016)Asymptotic theory for large v…The Generalized Conditional Autoregressive Wishart Model for Multivariate Realized Volatility (2015)The Generalized Conditional A…Principal Component Analysis of High Frequency Data (2015)Principal Component Analysis …Forecasting co-volatilities via factor models with asymmetry and long memory in realized covariance (2015)Forecasting co-volatilities v…A quasi-maximum likelihood approach for integrated covariance matrix estimation with high frequency data (2014)A quasi-maximum likelihood ap…FAST CONVERGENCE RATES IN ESTIMATING LARGE VOLATILITY MATRICES USING HIGH-FREQUENCY FINANCIAL DATA (2013)FAST CONVERGENCE RATES IN EST…The arbitrage theory of capital asset pricing (1976)The Cross-Section of Expected Stock Returns (1992)Common risk factors in the returns on stocks and bonds (1993)Vast Portfolio Selection With Gross-Exposure Constraints (2012)Modeling Dependence in High Dimensions With Factor Copulas (2015)The Virtue of Complexity in Return Prediction (2023)On estimating the expected return on the market (1980)A Simple Implicit Measure of the Effective Bid-Ask Spread in an Efficient Market (1984)Predicting volatility: getting the most out of return data sampled at different frequencies (2005)The Relative Contribution of Jumps to Total Price Variance (2005)Good Volatility, Bad Volatility: Signed Jumps and The Persistence of Volatility (2015)Expected stock returns and volatility (1987)Continuous Martingales and Brownian Motion (1999)Stochastic Integration and Differential Equations (2005)Microstructure noise in the continuous case: The pre-averaging approach (2008)Realized GARCH: a joint model for returns and realized measures of volatility (2011)Why Does Stock Market Volatility Change Over Time? (1989)Forecasting, Structural Time Series Models and the Kalman Filter (1990)Answering the Skeptics: Yes, Standard Volatility Models do Provide Accurate Forecasts (1998)Power and Bipower Variation with Stochastic Volatility and Jumps (2004)Expected Stock Returns and Variance Risk Premia (2009)A long memory property of stock market returns and a new model (1993)Roughing It Up: Including Jump Components in the Measurement, Modeling, and Forecasting of Return Volatility (2007)Tails, Fears, and Risk Premia (2011)Quantile Connectedness: Modeling Tail Behavior in the Topology of Financial Networks (2022)A Theory of the Term Structure of Interest Rates (1985)Conditional Heteroskedasticity in Asset Returns: A New Approach (1991)A Closed-Form Solution for Options with Stochastic Volatility with Applications to Bond and Currency Options (1993)Separating microstructure noise from volatility (2005)A framework for assessing the systemic risk of major financial institutions (2009)Econometrics of Testing for Jumps in Financial Economics Using Bipower Variation (2005)Brownian Motion and Stochastic Calculus (2007)The Econometrics of Financial Markets (2012)Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation (1982)Generalized autoregressive conditional heteroskedasticity (1986)Coherent Measures of Risk (1999)The Cross‐Section of Volatility and Expected Returns (2006)On the network topology of variance decompositions: Measuring the connectedness of financial firms (2014)Bid, ask and transaction prices in a specialist market with heterogeneously informed traders (1985)Statistical analysis of cointegration vectors (1988)The Model-Free Implied Volatility and Its Information Content (2005)MIDAS Regressions: Further Results and New Directions (2007)Real-time price discovery in global stock, bond and foreign exchange markets (2007)Realized kernels in practice: trades and quotes (2009)
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References

  • 2003Modeling and Forecasting Realized Volatility3,887 cited
  • 2008A Simple Approximate Long-Memory Model of Realized Volatility2,526 cited
  • 2002Econometric Analysis of Realized Volatility and its Use in Estimating Stochastic Volatility Models2,224 cited
  • 2003A Tale of Two Time Scales: Determining Integrated Volatility with Noisy High Frequency Data1,373 cited
  • 2008Designing Realized Kernels to Measure the ex post Variation of Equity Prices in the Presence of Noise1,232 cited
  • 2006Realized Variance and Market Microstructure Noise1,164 cited
  • 2001An Introduction to High-Frequency Finance956 cited
  • 2004Econometric Analysis of Realized Covariation: High Frequency Based Covariance, Regression, and Correlation in Financial Economics907 cited
  • 2005How Often to Sample a Continuous-Time Process in the Presence of Market Microstructure Noise876 cited
  • 2008High dimensional covariance matrix estimation using a factor model688 cited
  • 1988Asset Pricing with a Factor Arch Covariance Structure: Empirical Estimates for Treasury Bills587 cited
  • 1990Asset pricing with a factor-arch covariance structure542 cited
  • 2006Efficient estimation of stochastic volatility using noisy observations: a multi-scale approach538 cited
  • 1990Statistical study of foreign exchange rates, empirical evidence of a price change scaling law, and intraday analysis

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482 cited
  • 2005On covariance estimation of non-synchronously observed diffusion processes407 cited
  • 2006Estimating Covariation: Epps Effect, Microstructure Noise326 cited
  • Cited by

    • 2016Asymptotic theory for large volatility matrix estimation based on high-frequency financial data66 cited
    • 2019High-dimensional minimum variance portfolio estimation based on high-frequency data61 cited
    • 2017Knowing Factors or Factor Loadings, or Neither? Evaluating Estimators of Large Covariance Matrices with Noisy and Asynchronous Data53 cited
    • 2016ON THE ESTIMATION OF INTEGRATED COVARIANCE MATRICES OF HIGH DIMENSIONAL DIFFUSION PROCESSES152 cited
    • 2016Unified discrete-time and continuous-time models and statistical inferences for merged low-frequency and high-frequency financial data51 cited
    • 2013FAST CONVERGENCE RATES IN ESTIMATING LARGE VOLATILITY MATRICES USING HIGH-FREQUENCY FINANCIAL DATA50 cited
    • 2015Forecasting co-volatilities via factor models with asymmetry and long memory in realized covariance38 cited
    • 2019The Impact of Jumps and Leverage in Forecasting the Co-Volatility of Oil and Gold Futures36 cited
    • 2023Dynamic factor copula models with estimated cluster assignments30 cited
    • 2025Major Issues in High-Frequency Financial Data Analysis: A Survey of Solutions28 cited
    • 2015Principal Component Analysis of High Frequency Data24 cited
    • 2014A quasi-maximum likelihood approach for integrated covariance matrix estimation with high frequency data23 cited
    • 2015The Generalized Conditional Autoregressive Wishart Model for Multivariate Realized Volatility22 cited
    • 2022Discovering the drivers of stock market volatility in a data-rich world21 cited
    • 2018Factor State-Space Models for High-Dimensional Realized Covariance Matrices of Asset Returns20 cited
    • 2022Principal Component Analysis in Financial Data Science16 cited