Sökning: "Gaussian Markov random fields"
Visar resultat 6 - 9 av 9 avhandlingar innehållade orden Gaussian Markov random fields.
6. Spatial inference for non-lattice data using Markov Random fields
Sammanfattning : This thesis deals with how computationally effective lattice models could be used for inference of data with a continuous spatial index. The fundamental idea is to approximate a Gaussian field with a Gaussian Markov random field (GMRF) on a lattice. LÄS MER
7. Spatial Statistics and Ancestral Recombination Graphs with Applications in Gene Mapping and Geostatistics
Sammanfattning : This thesis explores models and algorithms in geostatistics and gene mapping. The first part deals with the use of computationally effective lattice models for inference of data with a continuous spatial index. LÄS MER
8. Stochastic Models Involving Second Order Lévy Motions
Sammanfattning : This thesis is based on five papers (A-E) treating estimation methods for unbounded densities, random fields generated by Lévy processes, behavior of Lévy processes at level crossings, and a Markov random field mixtures of multivariate Gaussian fields. In Paper A we propose an estimator of the location parameter for a density that is unbounded at the mode. LÄS MER
9. Computationally efficient methods in spatial statistics : Applications in environmental modeling
Sammanfattning : In this thesis, computationally efficient statistical models for large spatial environmental data sets are constructed. In the first part of the thesis, a method for estimating spatially dependent temporal trends is developed. A space-varying regression model, where the regression coefficients for the spatial locations are dependent, is used. LÄS MER
