Search Results for author: Zografoula Vagena

Found 2 papers, 0 papers with code

Causality-based Explanation of Classification Outcomes

no code implementations15 Mar 2020 Leopoldo Bertossi, Jordan Li, Maximilian Schleich, Dan Suciu, Zografoula Vagena

We propose a simple definition of an explanation for the outcome of a classifier based on concepts from causality.

Classification General Classification

Declarative Statistical Modeling with Datalog

no code implementations6 Dec 2014 Vince Barany, Balder ten Cate, Benny Kimelfeld, Dan Olteanu, Zografoula Vagena

By virtue of extending Datalog, our framework offers a natural integration with the database, and has a robust declarative semantics.

Probabilistic Programming

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