12 citations · 33 across the 6 of their papers we have counts for
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cs.LG2020★ 10 cited
Information-theoretic Feature Selection via Tensor Decomposition and Submodularity
Magda Amiridi, Nikos Kargas, Nicholas D. Sidiropoulos
Feature selection by maximizing high-order mutual information between the selected feature vector and a target variable is the gold standard in terms of selecting the best subset o…
stat.ML2020★ 12 cited
Low-rank Characteristic Tensor Density Estimation Part I: Foundations
Magda Amiridi, Nikos Kargas, Nicholas D. Sidiropoulos
Effective non-parametric density estimation is a key challenge in high-dimensional multivariate data analysis. In this paper,we propose a novel approach that builds upon tensor fac…