8 citations · 13 across the 5 of their papers we have counts for
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cs.LG2021★ 2 cited
Strengthening Probabilistic Graphical Models: The Purge-and-merge Algorithm
Simon Streicher, Johan du Preez
Probabilistic graphical models (PGMs) are powerful tools for solving systems of complex relationships over a variety of probability distributions. However, while tree-structured PG…
cs.CV2021★ 1 cited
A Probabilistic Graphical Model Approach to the Structure-and-Motion Problem
Simon Streicher, Willie Brink, Johan du Preez
We present a means of formulating and solving the well known structure-and-motion problem in computer vision with probabilistic graphical models. We model the unknown camera poses…
cs.LG2021★ 8 cited
Graph Coloring: Comparing Cluster Graphs to Factor Graphs
Simon Streicher, Johan du Preez
We present a means of formulating and solving graph coloring problems with probabilistic graphical models. In contrast to the prevalent literature that uses factor graphs for this…