Publications Related to SPLATT
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HPC formulations of optimization algorithms for tensor completion.
Shaden Smith, Jongsoo Park, and George Karypis. Parallel Computing 74, 99–117 , 2018.
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Streaming Tensor Factorization for Infinite Data Sources.
Shaden Smith, Kejun Huang, Nicholas Sidiropoulos, and George Karypis. SIAM Data Mining Conference, 2018.
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Accelerating the Tucker Decomposition with Compressed Sparse Tensors.
Shaden Smith and George Karypis. European Conference on Parallel Processing, 653-668, 2017.
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Constrained Tensor Factorization with Accelerated AO-ADMM.
Shaden Smith, Alec Beri, and George Karypis. 46th International Conference on Parallel Processing (ICPP), 2017.
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A Medium-Grained Algorithm for Distributed Sparse Tensor Factorization.
Shaden Smith and George Karypis. 30th IEEE International Parallel & Distributed Processing Symposium (IPDPS), 2016.
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Tensor-Matrix Products with a Compressed Sparse Tensor.
Shaden Smith and George Karypis. 5th Workshop on Irregular applications: Architectures and Algorithms, Supercomputing, 2015.
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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.
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