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7 papers · 1 filter
Bayesian nonparametric modeling of heterogeneous populations of networks
Francesco Barile, Simón Lunagómez, Bernardo Nipoti
The increasing availability of multiple network data has highlighted the need for statistical models for heterogeneous populations of networks. A convenient framework makes use of…
Testing the Regular Variation Model for Multivariate Extremes with Flexible Circular and Spherical Distributions
Fernández-Durán, J. J., Gregorio-Domínguez +1
The regular variation model for multivariate extremes decomposes the joint distribution of the extremes in polar coordinates in terms of the angles and the norm of the random vecto…
Regression Models for Directional Data Based on Nonnegative Trigonometric Sums
J. J. Fernández-Durán, M. M. Gregorio-Domínguez
The parameter space of nonnegative trigonometric sums (NNTS) models for circular data is the surface of a hypersphere; thus, constructing regression models for a circular-dependent…
Multivariate Nonnegative Trigonometric Sums Distributions for High-Dimensional Multivariate Circular Data
Fernández-Durán, J. J., Gregorio-Domínguez +1
Fernández-Durán and Gregorio-Domínguez (2014) defined a family of probability distributions for a vector of circular random variables by considering multiple nonnegative trigonomet…
Test of Bivariate Independence Based on Angular Probability Integral Transform with Emphasis on Circular-Circular and Circular-Linear Data
Fernández-Durán, J. J., Gregorio-Domínguez +1
The probability integral transform (PIT) of a continuous random variable with distribution function is a uniformly distributed random variable . We define the a…
Sums of Independent Circular Random Variables and Maximum Likelihood Circular Uniformity Tests Based on Nonnegative Trigonometric Sums Distributions
Fernández-Durán, Juan José, Gregorio-Domínguez +1
The circular uniform distribution on the unit circle is closed under summation, that is, the sum of independent circular uniformly distributed random variables is also circular uni…