Center for Computing Research (CCR)

Center for Computing Research

Software

Genten: Software for Generalized Tensor Decompositions

 Tensors, or multidimensional arrays, are a powerful mathematical means of describing multiway data.  This software provides computational means for decomposing or approximating a given tensor in terms of smaller tensors of lower dimension, focusing on decomposition of large, sparse tensors.  These techniques have applications in many scientific areas, including signal processing, linear algebra, computer vision, numerical analysis, data mining, graph analysis, neuroscience and more.  The software is designed to take advantage of parallelism present in emerging computer architectures such has multi-core CPUs, many-core accelerators such as the Intel Xeon Phi, and computation-oriented GPUs to enable efficient processing of large tensors.  

 

Software website

Contact: Phipps, Eric T., etphipp@sandia.gov
SAND2018-4489 W