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To cite softImpute in publication use:
Mazumder R, Hastie T, Tibshirani R (2010). “Spectral Regularization Algorithms for Learning Large Incomplete Matrices.” Journal of Machine Learning Research, 11, 2287–2322.
Hastie T, Mazumder R, Lee J, Zadeh R (2015). “Matrix Completion and Low-rank SVD via Fast Alternating Least Squares.” Journal of Machine Learning Research, 16, 3367–3402.
Corresponding BibTeX entries:
@Article{, title = {Spectral Regularization Algorithms for Learning Large Incomplete Matrices}, author = {Rahul Mazumder and Trevor Hastie and Robert Tibshirani}, journal = {Journal of Machine Learning Research}, year = {2010}, volume = {11}, pages = {2287--2322}, }
@Article{, title = {Matrix Completion and Low-rank {SVD} via Fast Alternating Least Squares}, author = {Trevor Hastie and Rahul Mazumder and Jason Lee and Reza Zadeh}, journal = {Journal of Machine Learning Research}, volume = {16}, pages = {3367--3402}, year = {2015}, }
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.