Grant: Discovery Grants Program - Individual
University of Western Ontario
$14,500.00
Advanced in distribution theory with applications to transportation logistics and statistical genetics
EF 2008-09
Résumé
I am planning to develop semi-parametric approaches to density estimation, which are solely based on sample moments and to study related convergence issues. A recently proposed differentiated logdensity approximant, which turns out to possess numerous desirable properties, requires further investigation. I shall extend my results on the distribution of the distance between random points located in rectangles and parallelepipeds to random points located in polygons and polygonal pyramids, and consider certain applications to transportation logistics, such as those associated with urban and intercity traffic. Further developments on generalized distributions should lead to more efficient techniques in reliability analysis and quality control. The Bayesian predictive approach will be used to make inferences in connection with problems arising in the biomedical fields, and in particular, in statistical genetics. Predictive inference problems related to the life times of systems whose components are connected in series or in parallel will be also be studied. Extensions of the published distributional results in Time Series to general ARMA models are also being investigated. I intend to explore an alternative structural representation of elliptically contoured distributions; the modelling of time series with thick-tailed distributed innovations as well as the development of efficient alternative techniques for simulating functions involving elliptically contoured vectors constitute promising applications among others. I shall develop a simplified and efficient algorithm for determining the distribution function of indefinite quadratic forms by making use of a certain symbolic computational software package; quadratic forms being ubiquitous in Statistics, the applications are legion. Finally, I am aiming to complete a textbook on multivariate statistical analysis with the addition of chapters on classification, multivariate analysis of variance and generalized linear models. I am also preparing a monograph on the topic of density estimation.
Programme
Discovery Grants Program - Individual
Bénéficiaire
Emplacement
Ontario, Canada
Type de bénéficiaire
Academia
Type
Grant
Source
NSERC's Awards Data
Tel que publié
Application id
8666-2008
Name nom
Provost, Serge
Department département
Statistical and Actuarial Sciences
Organization id
36
Institution établissement
University of Western Ontario
Province en
Ontario
Province fr
Ontario
Country en
CANADA
Country fr
CANADA
Fiscal year exercice financier
2008
Competition year année de concours
2008
Award amount
14500
Program id
RGPIN
Program nane en
Discovery Grants Program - Individual
Program name fr
Programme de subventions à la découverte - individuelles
Group en
Discovery grants programs
Group fr
Programmes de subventions à la découverte
Committee code
14
Committee name en
Statistical Sciences
Committee name fr
Statistique
Area of application code
700
Area of application group en
Transportation systems and services
Area of application group fr
Services et systèmes de transport
Area of application en
Transportation systems and services
Area of application fr
Services et systèmes de transport
Research subject code
3001
Research subject group en
Statistics and probability
Research subject group fr
Statistique et probabilité
Research subject en
Statistical theory
Research subject fr
Théorie de statistique
Partie
1
Nb partie
1
Application title
Advanced in distribution theory with applications to transportation logistics and statistical genetics
Keyword
NA
Application summary
I am planning to develop semi-parametric approaches to density estimation, which are solely based on sample moments and to study related convergence issues. A recently proposed differentiated logdensity approximant, which turns out to possess numerous desirable properties, requires further investigation. I shall extend my results on the distribution of the distance between random points located in rectangles and parallelepipeds to random points located in polygons and polygonal pyramids, and consider certain applications to transportation logistics, such as those associated with urban and intercity traffic. Further developments on generalized distributions should lead to more efficient techniques in reliability analysis and quality control. The Bayesian predictive approach will be used to make inferences in connection with problems arising in the biomedical fields, and in particular, in statistical genetics. Predictive inference problems related to the life times of systems whose components are connected in series or in parallel will be also be studied. Extensions of the published distributional results in Time Series to general ARMA models are also being investigated. I intend to explore an alternative structural representation of elliptically contoured distributions; the modelling of time series with thick-tailed distributed innovations as well as the development of efficient alternative techniques for simulating functions involving elliptically contoured vectors constitute promising applications among others. I shall develop a simplified and efficient algorithm for determining the distribution function of indefinite quadratic forms by making use of a certain symbolic computational software package; quadratic forms being ubiquitous in Statistics, the applications are legion. Finally, I am aiming to complete a textbook on multivariate statistical analysis with the addition of chapters on classification, multivariate analysis of variance and generalized linear models. I am also preparing a monograph on the topic of density estimation.