1 code implementation • 30 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.
1 code implementation • 14 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.
no code implementations • 25 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.