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Some statistical properties of Hadamard products of random matrices

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Abstract

The mean of the Hadamard product of two linear combinations of a random matrix is presented in terms of the mean and variance of the random matrix for any distribution. The variance is given for the normal distribution. Further, the means of four Hadamard products of matrix bilinear forms in a normally distributed random matrix are given. Finally, the mean of a quadruple Hadamard product of linear combinations is derived under normality.

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References

  • G.A. Ghazal and H. Neudecker (2000) On second-order and fourth-order moments of jointly distributed random matrices-A survey. Submitted to Linear Algebra and Its Applications.

  • R.J. Hyndman and M.P. Wand (1997) Nonparametric autocovariance function estimation, Australian J. Statist., 39(3), 313–324.

    Article  MATH  MathSciNet  Google Scholar 

  • S. Liu (1999) Matrix results on the Khatri-Rao and Tracy-Singh products, Seventh Special Issue on Linear Algebra and Statistics, Linear Algebra and Its Applications, 289, 267–277.

    Article  MATH  MathSciNet  Google Scholar 

  • J.R. Magnus and H. Neudecker (1979) The commutation matrix: Some properties and applications, Ann. Statist., 7(2), 381–394.

    Article  MATH  MathSciNet  Google Scholar 

  • J.R. Magnus and H. Neudecker (1999) Matrix Differential Calculus and Applications in Statistics and Econometrics, 2nd Ed., Wiley, Chichester.

    MATH  Google Scholar 

  • H. Neudecker (2000) On expected values of fourth-degree matrix products of a multinormal matrix variate. To appear in New Trends in Probability and Statistics-Proceedings of the 6th Tartu Conference on Multivariate Statistics, eds T. Kollo and E.-M. Tiit, TEV, Vilnius/VSP, Utrecht.

  • H. Neudecker and S. Liu (2000) Statistical properties of the Hadamard product of random vectors. Submitted.

  • H. Neudecker, S. Liu and W. Polasek (1995) The Hadamard product and some of its applications in statistics, Statistics, 26, 365–373.

    Article  MATH  MathSciNet  Google Scholar 

  • H. Neudecker, W. Polasek and S. Liu (1995) The heteroskedastic linear regression model and the Hadamard product-A note, J. Econometrics, 68, 361–366.

    Article  MATH  MathSciNet  Google Scholar 

  • H. Neudecker and T.J. Wansbeek (1983) Some results on commutation matrices, with statistical applications, Canadian J. Statist., 11, 221–231.

    Article  MATH  MathSciNet  Google Scholar 

  • H. Neudecker and T.J. Wansbeek (1987) Fourth-order properties of normally distributed random matrices, Linear Algebra and Its Applications, 97, 13–21.

    Article  MATH  MathSciNet  Google Scholar 

  • J.R. Schott (1997) Matrix Analysis for Statistics, Wiley, New York.

    MATH  Google Scholar 

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Correspondence to Heinz Neudecker or Shuangzhe Liu.

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Neudecker, H., Liu, S. Some statistical properties of Hadamard products of random matrices. Statistical Papers 42, 475–487 (2001). https://doi.org/10.1007/s003620100074

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  • DOI: https://doi.org/10.1007/s003620100074

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