Search Results for author: Panagiotis Mandros

Found 3 papers, 2 papers with code

Discovering Reliable Correlations in Categorical Data

1 code implementation30 Aug 2019 Panagiotis Mandros, Mario Boley, Jilles Vreeken

This raises many questions, such as how to reliably and interpretably measure correlation between a multivariate set of attributes, how to do so without having to make assumptions on distribution of the data or the type of correlation, and, how to efficiently discover the top-most reliably correlated attribute sets from data.

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Discovering Reliable Dependencies from Data: Hardness and Improved Algorithms

1 code implementation14 Sep 2018 Panagiotis Mandros, Mario Boley, Jilles Vreeken

The reliable fraction of information is an attractive score for quantifying (functional) dependencies in high-dimensional data.

Discovering Reliable Approximate Functional Dependencies

no code implementations25 May 2017 Panagiotis Mandros, Mario Boley, Jilles Vreeken

As we want to be agnostic on the form of the dependence, we adopt an information-theoretic approach, and construct a reliable, bias correcting score that can be efficiently computed.

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