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math.NA2020
Factorization of Binary Matrices: Rank Relations, Uniqueness and Model Selection of Boolean Decomposition
Derek DeSantis, Erik Skau, Duc P. Truong +1
The application of binary matrices are numerous. Representing a matrix as a mixture of a small collection of latent vectors via low-rank decomposition is often seen as an advantage…
math.NA2019
Nonnegative Canonical Tensor Decomposition with Linear Constraints: nnCANDELINC
Boian Alexandrov, Derek DeSantis, Gianmarco Manzini +1
There is an emerging interest in tensor factorization applications in big-data analytics and machine learning. To speed up the factorization of extra-large datasets, organized in m…