Jose A. Diaz-Garcia

  1. Matrix Kummer-Pearson VII Relation and its Application in Affine Shape.

    Authors: Jose A. Diaz-Garcia, Francisco J. Caro-Lopera
    Subjects: Statistics
    Abstract

    A case of the matrix Kummer relation of Herz (1955) based on the Pearson VII
    type matrix model is derived in this paper. As a consequence, the polynomial
    Pearson VII configuration density is obtained and this set the corresponding
    exact inference as a solvable aspect in shape theory.

  2. A modified Pr\'ekopa's approach in optimum allocation in multivariate stratified random sampling.

    Authors: Jose A. Diaz-Garcia, Rogelio Raos-Quiroga
    Subjects: Statistics
    Abstract

    A modified Prekopa's approach is considered for the problem of optimum
    allocation in multivariate stratified random sampling. An example is solved by
    applying the proposed methodology.

  3. Multivariate stratified sampling by stochastic multiobjective optimisation.

    Authors: Jose A. Diaz-Garcia, Rogelio Ramos-Quiroga
    Subjects: Methodology
    Abstract

    This work considers the allocation problem for multivariate stratified random
    sampling as a problem of integer non-linear stochastic multiobjective
    mathematical programming. With this goal in mind the asymptotic distribution of
    the vector of sample variances is studied. Two alternative approaches are
    suggested for solving the allocation problem for multivariate stratified random
    sampling. An example is presented by applying the different proposed
    techniques.

  4. Optimum allocation in multivariate stratified random sampling: Stochastic matrix optimisation.

    Authors: Jose A. Diaz-Garcia, Rogelio Ramos-Quiroga
    Subjects: Statistics
    Abstract

    The allocation problem for multivariate stratified random sampling as a
    problem of stochastic matrix integer mathematical programming is considered.
    With these aims the asymptotic normality of sample covariance matrices for each
    strata is established. Some alternative approaches are suggested for its
    solution. An example is solved by applying the proposed techniques.

  5. Multiple response optimisation: Multiobjective stochastic programming methods.

    Authors: Jose A. Diaz-Garcia, Mahdi Bashiri
    Subjects: Statistics
    Abstract

    The multiresponse surface problem is modelled as one of multiobjective
    stochastic optimisation, and diverse solutions are proposed. Several crucial
    differences are highlighted between this approach and others that have been
    proposed. Finally, in a numerical example, some particular solutions are
    applied and described in detail.

  6. Shape theory via affine transformation: Some generalisations.

    Authors: Jose A. Diaz-Garcia, Francisco J. Caro-Lopera
    Subjects: Statistics
    Abstract

    This work sets the statistical affine shape theory in the context of real
    normed division algebras. The general densities apply for every field: real,
    complex, quaternion, octonion, and for any noncentral and non-isotropic
    elliptical distribution; then the separated published works about real and
    complex shape distributions can be obtained as corollaries by a suitable
    selection of the field parameter and univariate integrals involving the
    generator elliptical function.

  7. Central matricvariate and matrix multivariate T distributions.

    Authors: Jose A. Diaz-Garcia, Ramon Gutierrez-Jaimez
    Subjects: Statistics
    Abstract

    Several distributions are studied, simultaneously in the real, complex,
    quaternion and octonion cases. Specifically, these are the central, nonsingular
    matricvariate and matrix multivariate T and beta type II distributions and the
    joint density of the singular values are obtained for real normed division
    algebras.

  8. Matricvariate and matrix multivariate Pearson type II distributions.

    Authors: Jose A. Diaz-Garcia, Ramon Gutierrez-Jaimez
    Subjects: Statistics
    Abstract

    This paper proposes a unified approach to enable the study of diverse
    distributions in the real, complex, quaternion and octonion cases,
    simultaneously. In particular, the central, nonsingular matricvariate and
    matrix multivariate Pearson type II distribution, beta type I distributions and
    the joint density of the singular values are obtained for real normed division
    algebras.

  9. On Wishart distribution.

    Authors: Jose A. Diaz-Garcia, Ramon Gutierrez-Jaimez
    Subjects: Statistics
    Abstract

    This paper proposes a unified approach that enables the Wishart distribution
    to be studied simultaneously in the real, complex, quaternion and octonion
    cases. In particular, the noncentral generalised Wishart distribution, the
    joint density of the eigenvalues and the distribution of the maximum eigenvalue
    are obtained for real normed division algebras.

  10. An identity of Jack polynomials.

    Authors: Jose A. Diaz-Garcia, Ramon Gutierrez-Jaimez
    Subjects: Statistics
    Abstract

    In this work it is propose an alterative proof of one of basic properties of
    the zonal polynomials. This identity is generalised for the Jack polynomials.

  11. Shape theory via polar decomposition.

    Authors: Jose A. Diaz-Garcia, Francisco J. Caro-Lopera
    Subjects: Statistics
    Abstract

    This work proposes a new model in the context of statistical theory of shape,
    based on the polar decomposition. The non isotropic noncentral elliptical shape
    distributions via polar decomposition is derived in the context of zonal
    polynomials, avoiding the invariant polynomials and the open problems for their
    computation. The new polar shape distributions are easily computable and then
    the inference procedure can be studied under exact densities.

  12. Shape Theory Via SV Decomposition II.

    Authors: Jose A. Diaz-Garcia, Francisco J. Caro-Lopera
    Subjects: Statistics
    Abstract

    The non isotropic and non central elliptical shape distributions via the Le
    and Kendall SVD decomposition approach are derived in this paper in the context
    of invariant polynomials and zonal polynomials. The so termed cone and disk
    densities here obtained generalise some results of the literature. Finally,
    some particular densities are applied in a classical data of Biology, and the
    inference is performed after choosing the best model by using a modified BIC
    criterion.

  13. Shape theory via SVD decomposition I.

    Authors: Jose A. Diaz-Garcia, Francisco J. Caro-Lopera
    Subjects: Statistics
    Abstract

    This work finds the non isotropic noncentral elliptical shape distributions
    via SVD decomposition in the context of zonal polynomials, avoiding the
    invariant polynomials and the open problems for their computation. The new
    shape distributions are easily computable and then the inference procedure is
    based on exact densities instead of the published approximations and asymptotic
    densities of isotropic models.

  14. Shape Theory via QR decomposition.

    Authors: Jose A. Diaz-Garcia, Francisco J. Caro-Lopera
    Subjects: Statistics
    Abstract

    This work sets the non isotropic noncentral elliptical shape distributions
    via QR decomposition in the context of zonal polynomials, avoiding the
    invariant polynomials and the open problems for their computation. The new
    shape distributions are easily computable and then the inference procedure can
    be studied under exact densities instead under the published approximations and
    asymptotic densities under isotropic models. An application in Biology is
    studied under the classical gaussian approach and a two non gaussian models.

  15. Special Functions: Integral properties of Jack polynomials, hypergeometric functions and invariant polynomials.

    Authors: Jose A. Diaz-Garcia
    Subjects: Statistics
    Abstract

    Some integral properties of Jack polynomials, hypergeometric functions and
    invariant polynomials are studied for real normed division algebras.

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