Network Enhancement: a general method to denoise weighted biological networks

no code implementations • 9 May 2018 • Bo Wang, Armin Pourshafeie, Marinka Zitnik, Junjie Zhu, Carlos D. Bustamante, Serafim Batzoglou, Jure Leskovec

Networks are ubiquitous in biology where they encode connectivity patterns at all scales of organization, from molecular to the biome.

Denoising

Unsupervised Learning from Noisy Networks with Applications to Hi-C Data

no code implementations • NeurIPS 2016 • Bo Wang, Junjie Zhu, Armin Pourshafeie, Oana Ursu, Serafim Batzoglou, Anshul Kundaje

In this paper, we propose an optimization framework to mine useful structures from noisy networks in an unsupervised manner.

Community Detection Denoising