SPLATT - Parallel Sparse Tensor Decomposition

Related research publications

  1. Accelerating the Tucker Decomposition with Compressed Sparse Tensors.

    Shaden Smith and George Karypis. European Conference on Parallel Processing, 653-668, 2017.

  1. Constrained Tensor Factorization with Accelerated AO-ADMM.

    Shaden Smith, Alec Beri, and George Karypis. 46th International Conference on Parallel Processing (ICPP), 2017.

  1. A Medium-Grained Algorithm for Distributed Sparse Tensor Factorization.

    Shaden Smith and George Karypis. 30th IEEE International Parallel & Distributed Processing Symposium (IPDPS), 2016.

  1. An Exploration of Optimization Algorithms for High Performance Tensor Completion.

    Shaden Smith, Jongsoo Park, and George Karypis. Supercomputing (SC16) , 2016.

  1. Tensor-Matrix Products with a Compressed Sparse Tensor.

    Shaden Smith and George Karypis. 5th Workshop on Irregular applications: Architectures and Algorithms, Supercomputing, 2015.

  1. DMS: Distributed Sparse Tensor Factorization with Alternating Least Squares.

    Shaden Smith and George Karypis. UMN-CS TR 15-007, 2015.

  1. SPLATT: Efficient and Parallel Sparse Tensor-Matrix Multiplication.

    Shaden Smith, Niranjay Ravindran, Nicholas D. Sidiropoulos, and George Karypis. 29th IEEE International Parallel & Distributed Processing Symposium, 2015.