2 citations · 6 across the 10 of their papers we have counts for
3 papers · 1 filter
State-Space Abstractions for Probabilistic Inference: A Systematic Review
Stefan Lüdtke, Max Schröder, Frank Krüger +2
Tasks such as social network analysis, human behavior recognition, or modeling biochemical reactions, can be solved elegantly by using the probabilistic inference framework. Howeve…
Gaussian graphical models reveal inter-modal and inter-regional conditional dependencies of brain alterations in Alzheimer's disease
Martin Dyrba, Reza Mohammadi, Michel J. Grothe +2
Alzheimer's disease (AD) is characterized by a sequence of pathological changes, which are commonly assessed in vivo using MRI and PET. Currently, the most approaches to analyze st…
Lifted Filtering via Exchangeable Decomposition
Stefan Lüdtke, Max Schröder, Sebastian Bader +2
We present a model for exact recursive Bayesian filtering based on lifted multiset states. Combining multisets with lifting makes it possible to simultaneously exploit multiple str…