[Scikit-learn-general] NMF parallel

2016-03-11 Thread Roberto Pagliari
Is it possible to use multithreading with non negative matrix factorization? -- Transform Data into Opportunity. Accelerate data analysis in your applications with Intel Data Analytics Acceleration Library. Click to learn m

[Scikit-learn-general] performance/scalability of NMF

2016-03-11 Thread Roberto Pagliari
Are there results about performance and scalability of scikit-learn implementation of NMF? According to this thread on SO http://stackoverflow.com/questions/18575846/non-negative-matrix-factorization-of-sparse-input There are scalability issue. I would be interested to know the biggest dataset

[Scikit-learn-general] Using GraphLASSO with robust correlation estimates

2016-03-11 Thread Daniel Homola
Hi all, I'm using GraphLASSO to estimate the graphical model and precision matrix of my variables. It is well known that GraphLASSO and related methods are very sensitive to contaminated data and their estimates have low break-down points: http://arxiv.org/abs/1501.01219 As suggested by the au