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• W2741701794 abstract "The Tucker decomposition is a higher-order analogue of the singular value decomposition and is a popular method of performing analysis on multi-way data (tensors). Computing the Tucker decomposition of a sparse tensor is demanding in terms of both memory and computational resources. The primary kernel of the factorization is a chain of tensor-matrix multiplications (TTMc). State-of-the-art algorithms accelerate the underlying computations by trading off memory to memoize the intermediate results of TTMc in order to reuse them across iterations. We present an algorithm based on a compressed data structure for sparse tensors and show that many computational redundancies during TTMc can be identified and pruned without the memory overheads of memoization. In addition, our algorithm can further reduce the number of operations by exploiting an additional amount of user-specified memory. We evaluate our algorithm on a collection of real-world and synthetic datasets and demonstrate up to $$20.7{times }$$ speedup while using $$28.5{times }$$ less memory than the state-of-the-art parallel algorithm." @default.
• W2741701794 created "2017-08-08" @default.
• W2741701794 creator A5082384108 @default.
• W2741701794 creator A5089950471 @default.
• W2741701794 date "2017-01-01" @default.
• W2741701794 modified "2023-10-16" @default.
• W2741701794 title "Accelerating the Tucker Decomposition with Compressed Sparse Tensors" @default.
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• W2741701794 doi "https://doi.org/10.1007/978-3-319-64203-1_47" @default.
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