IDEAS home Printed from https://ideas.repec.org/a/eee/jmvana/v81y2002i2p259-273.html
   My bibliography  Save this article

Fixed Width Confidence Region for the Mean of a Multivariate Normal Distribution

Author

Listed:
  • Nagao, Hisao
  • Srivastava, M. S.

Abstract

Srivastava gave an asymptotically efficient and consistent sequential procedure to obtain a fixed-width confidence region for the mean vector of any p-dimensional random vector with finite second moments. For normally distributed random vectors, Srivastava and Bhargava showed that the specified coverage probability is attained independent of the width, the mean vector, and the covariance matrix by taking a finite number of observations over and above T prescribed by the sequential rule. However, the problem of showing that E(T-n0) is bounded, where n0 is the sample size required if the covariance matrix were known, has not been available. In this paper, we not only show that it is bounded but obtain sharper estimates of E(T) on the lines of Woodroofe. We also give an asymptotic expansion of the coverage probability. Similar results have recently been obtained by Nagao under the assumption that the covariance matrix [Sigma]=[summation operator]ki=1Â [sigma]iAi and [summation operator]ki=1Â Ai=I, where Ai's are known matrices. We obtain the results of this paper under the sole assumption that the largest latent root of [Sigma] is simple.

Suggested Citation

  • Nagao, Hisao & Srivastava, M. S., 2002. "Fixed Width Confidence Region for the Mean of a Multivariate Normal Distribution," Journal of Multivariate Analysis, Elsevier, vol. 81(2), pages 259-273, May.
  • Handle: RePEc:eee:jmvana:v:81:y:2002:i:2:p:259-273
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0047-259X(01)92006-8
    Download Restriction: Full text for ScienceDirect subscribers only
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Khatri, C. G., 1979. "Characterizations of multivariate normality II. Through linear regressions," Journal of Multivariate Analysis, Elsevier, vol. 9(4), pages 589-598, December.
    2. Srivastava, M. S., 1973. "A sequential approach to classification: Cost of not knowing the covariance matrix," Journal of Multivariate Analysis, Elsevier, vol. 3(2), pages 173-183, June.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Xu, Jin & Gupta, Arjun K., 2006. "Improved confidence regions for a mean vector under general conditions," Computational Statistics & Data Analysis, Elsevier, vol. 51(2), pages 1051-1062, November.
    2. Jin Zhang, 2017. "Minimum volume confidence sets for parameters of normal distributions," AStA Advances in Statistical Analysis, Springer;German Statistical Society, vol. 101(3), pages 309-320, July.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Srivastava, Muni S. & von Rosen, Dietrich, 1998. "Outliers in Multivariate Regression Models," Journal of Multivariate Analysis, Elsevier, vol. 65(2), pages 195-208, May.
    2. Chen, Pinyuen & Melvin, William L. & Wicks, Michael C., 1999. "Screening among Multivariate Normal Data," Journal of Multivariate Analysis, Elsevier, vol. 69(1), pages 10-29, April.
    3. Díaz-García, José A. & González-Farías, Graciela, 2005. "Singular random matrix decompositions: Jacobians," Journal of Multivariate Analysis, Elsevier, vol. 93(2), pages 296-312, April.
    4. Kubokawa, T. & Srivastava, M. S., 2001. "Robust Improvement in Estimation of a Mean Matrix in an Elliptically Contoured Distribution," Journal of Multivariate Analysis, Elsevier, vol. 76(1), pages 138-152, January.
    5. Mukhopadhyay, N., 1999. "Second-Order Properties of a Two-Stage Fixed-Size Confidence Region for the Mean Vector of a Multivariate Normal Distribution," Journal of Multivariate Analysis, Elsevier, vol. 68(2), pages 250-263, February.
    6. Díaz-García, José A. & Jáimez, Ramón Gutierrez & Mardia, Kanti V., 1997. "Wishart and Pseudo-Wishart Distributions and Some Applications to Shape Theory," Journal of Multivariate Analysis, Elsevier, vol. 63(1), pages 73-87, October.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jmvana:v:81:y:2002:i:2:p:259-273. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/622892/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.