8 citations · 13 across the 5 of their papers we have counts for
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cs.LG2022★ 2 cited
Incremental Inference on Higher-Order Probabilistic Graphical Models Applied to Constraint Satisfaction Problems
Simon Streicher
Probabilistic graphical models (PGMs) are tools for solving complex probabilistic relationships. However, suboptimal PGM structures are primarily used in practice. This dissertatio…
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.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…