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Filtering by: Alternative title ssim Technical note no. D-11 Advisor Morgun, Andrey Resource Type Article

Unexpected links reflect the noise in networks

Creator:

Yambartsev, Anatoly, Perlin, Michael A., Kovcehgov, Yevgeniy, Shulzhenko, Natalia, Mine, Karina L., Dong, Xiaoxi, and Morgun, Andrey

Abstract:

Gene regulatory networks are commonly used for modeling biological processes and revealing underlying molecular mechanisms. The reconstruction of gene regulatory networks from observational data is a challenging task, especially considering the large number of players (e.g. genes) involved and the small number of biological replicates available for analysis. Herein, we...

Resource Type:

Article

Full Text:

if 𝑉𝑎𝑟(𝜀𝑣) < 𝜎02 for all 𝑣 ∈ 𝑉 then there are no unexpected links. Another very important