887 citations · 2k across the 14 of their papers we have counts for
Showing stat.MLShow all
2 papers · 1 filter
stat.ML2014
Inference of Sparse Networks with Unobserved Variables. Application to Gene Regulatory Networks
Nikolai Slavov
Networks are a unifying framework for modeling complex systems and network inference problems are frequently encountered in many fields. Here, I develop and apply a generative appr…
stat.ML2014
Convex Total Least Squares
Dmitry Malioutov, Nikolai Slavov
We study the total least squares (TLS) problem that generalizes least squares regression by allowing measurement errors in both dependent and independent variables. TLS is widely u…