64 citations · 362 across the 43 of their papers we have counts for
4 papers · 1 filter
Approximate Lifted Inference with Probabilistic Databases
Wolfgang Gatterbauer, Dan Suciu
This paper proposes a new approach for approximate evaluation of #P-hard queries with probabilistic databases. In our approach, every query is evaluated entirely in the database en…
Semi-Supervised Learning with Heterophily
Wolfgang Gatterbauer
We derive a family of linear inference algorithms that generalize existing graph-based label propagation algorithms by allowing them to propagate generalized assumptions about "att…
Oblivious Bounds on the Probability of Boolean Functions
Wolfgang Gatterbauer, Dan Suciu
This paper develops upper and lower bounds for the probability of Boolean functions by treating multiple occurrences of variables as independent and assigning them new individual p…
Linearized and Single-Pass Belief Propagation
Wolfgang Gatterbauer, Stephan Günnemann, Danai Koutra +1
How can we tell when accounts are fake or real in a social network? And how can we tell which accounts belong to liberal, conservative or centrist users? Often, we can answer such…