Search for dissertations about: "Alun Thomas"

Found 1 swedish dissertation containing the words Alun Thomas.

2. 1. Bayesian inference in probabilistic graphical models

   Author : Felix Leopoldo Rios; Tatjana Pavlenko; Alun Thomas; KTH; []
   Keywords : NATURVETENSKAP; NATURAL SCIENCES; Graphical models; Bayesian inference; predictive classification; decomposable graphs; Tillämpad matematik och beräkningsmatematik; Applied and Computational Mathematics;

   Abstract : This thesis consists of four papers studying structure learning and Bayesian inference in probabilistic graphical models for both undirected and directed acyclic graphs (DAGs).Paper A presents a novel algorithm, called the Christmas tree algorithm (CTA), that incrementally construct junction trees for decomposable graphs by adding one node at a time to the underlying graph. READ MORE