Plans d'expérience adaptés à un champ d'hypothèses a priori. Construction. Précision globale
During the last decade we have introduced probabilistic mixture models into image modelling area, which present highly atypical and extremely demanding applications for these models. This difficulty arises from the necessity to model tens thousands correlated data simultaneously and to reliably learn such unusually complex mixture models. Presented paper surveys these novel generative colour image models based on multivariate discrete, Gaussian or Bernoulli mixtures, respectively and demonstrates...
A method for estimation of probability distribution of transformed random variables is presented. The proposed approach admits an approximation of the transformation of the random variables. The approximate probability density function (pdf) is corrected to obtain a resulting pdf which incorporates a prior knowledge of approximation errors. The corrected pdf is not contaminated by any uncontrollable approximation. The method is applied to pattern recognition. It is shown that class conditional pdf...
The model of quadratic regression is studied by means of the projection pursuit method. This method leads to a decomposition of the matrix of quadratic regression, which can be used for an estimation of this matrix from the data observed.
It is shown that to every Archimedean copula H there corresponds a one-parameter semigroup of transformations of the interval [0,1]. If the elements of the semigroup are diffeomorphisms, then it determines a special function called the vector generator. Its knowledge permits finding a pseudoinverse y = h(x) of the additive generator of the Archimedean copula H by solving the differential equation with initial condition . Weak convergence of Archimedean copulas is characterized in terms of vector...
Ce texte présente quelques caractéristiques géométriques des dissimilarités robinsoniennes. Ces dissimilarités constituent un modèle très général de représentation des mesures de proximité entre objets (ou groupes d'objets) lorsque ces entités sont rangées suivant un ordre total. Les propriétés géométriques des dissimilarités robinsoniennes sont exposées en utilisant les notions de segment et de frontière introduites pour une dissimilarité quelconque. Nous considérons ensuite l'ensemble des dissimilarités...