127 citations · 127 across the 1 of their papers we have counts for
3 papers
cs.AI2012★ 127 cited
Probabilistic Similarity Logic
Matthias Brocheler, Lilyana Mihalkova, Lise Getoor
Many machine learning applications require the ability to learn from and reason about noisy multi-relational data. To address this, several effective representations have been deve…
cs.AI2011
Structure Selection from Streaming Relational Data
Lilyana Mihalkova, Walaa Eldin Moustafa
Statistical relational learning techniques have been successfully applied in a wide range of relational domains. In most of these applications, the human designers capitalized on t…
cs.AI2011
Lifted Graphical Models: A Survey
Lilyana Mihalkova, Lise Getoor
This article presents a survey of work on lifted graphical models. We review a general form for a lifted graphical model, a par-factor graph, and show how a number of existing stat…