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19982026
most citedARACNE: An Algorithm for the Reconstruction of Gene Regulatory Networks in a Mammalian Cellular Context

2.5k citations · 4.7k across the 86 of their papers we have counts for

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Showing 2000 · physics.data-anShow all

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physics.data-an2000★ 14 cited

Information theory and learning: a physical approach

Ilya Nemenman

We try to establish a unified information theoretic approach to learning and to explore some of its applications. First, we define {\em predictive information} as the mutual inform…

physics.data-an2000★ 2 cited

Predictability, complexity and learning

William Bialek, Ilya Nemenman, Naftali Tishby

We define {\em predictive information} as the mutual information between the past and the future of a time series. Three qualitatively different behaviors are fo…