Search Results for author: Katerina Marazopoulou

Found 3 papers, 0 papers with code

Causal Discovery for Manufacturing Domains

no code implementations13 May 2016 Katerina Marazopoulou, Rumi Ghosh, Prasanth Lade, David Jensen

Specifically, the goal of this work is to learn interpretable causal models from observational data produced by manufacturing lines.

Causal Discovery

A Sound and Complete Algorithm for Learning Causal Models from Relational Data

no code implementations26 Sep 2013 Marc Maier, Katerina Marazopoulou, David Arbour, David Jensen

However, there is no equivalent complete algorithm for learning the structure of relational models, a more expressive generalization of Bayesian networks.

Causal Discovery

Reasoning about Independence in Probabilistic Models of Relational Data

no code implementations18 Feb 2013 Marc Maier, Katerina Marazopoulou, David Jensen

We extend the theory of d-separation to cases in which data instances are not independent and identically distributed.

Cannot find the paper you are looking for? You can Submit a new open access paper.