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Sketching is a randomized dimensionality-reduction method that aims to preserve relevant information in large-scale datasets.
The approximation of one matrix by another of lower rank
Eckart, C. and Young, G. (1936) · 1936
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Some mathematical notes on three-mode factor analysis
Tucker, L. R. (1966) · 1966
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Foundations of the parafac procedure: Models and conditions for an explanatory multi-model factor analysis
Harshman, R. (1970) · 1970
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On the resemblance and containment of documents
Broder, A. Z. (1997) · 1997
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The space complexity of approximating the frequency moments
Alon, N., Matias, Y., and Szegedy, M. (1999) · 1999
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Separating style and content with bilinear models
Tenenbaum, J. B. and Freeman, W. T. (2000) · 2000
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Cuckoo hashing
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Similarity estimation techniques from rounding algorithms
Charikar, M. S. (2002) · 2002
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Frequency estimation of internet packet streams with limited space
Demaine, E. D., López-Ortiz, A., and Munro, J. I. (2002) · 2002
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Long-term forecasting using tensor-train rnns
Yu, R., Zheng, S., Anandkumar, A., and Yue, Y. (2017) · 2002
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What’s hot and what’s not: Tracking most frequent items dynamically
Cormode, G. and Muthukrishnan, S. (2005) · 2005
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Scalable tensor decompositions for multi-aspect data mining
Kolda, T. G. and Sun, J. (2008) · 2008
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Cur matrix decompositions for improved data analysis
Mahoney, M. W. and Drineas, P. (2009) · 2009
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Distance metric learning for large margin nearest neighbor classification
Weinberger, K. Q. and Saul, L. K. (2009) · 2009
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Generalizing the column–row matrix decomposition to multi-way arrays
Caiafa, C. F. and Cichocki, A. (2010) · 2010
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A new data layout for set intersection on gpus
Amossen, R. R. and Pagh, R. (2011) · 2011
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Compressed matrix multiplication
Pagh, R. (2012) · 2012
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Multimodal compact bilinear pooling for visual question answering and visual grounding
Fukui, A., Park, D. H., Yang, D., Rohrbach, A., Darrell, T., and Rohrbach, M. (2016) · 2016
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Compact bilinear pooling
Gao, Y., Beijbom, O., Zhang, N., and Darrell, T. (2016) · 2016
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Tensor contractions with extended blas kernels on cpu and gpu
Shi, Y., Niranjan, U., Anandkumar, A., and Cecka, C. (2016) · 2016
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Efficient sampling methods for discrete distributions
Bringmann, K. and Panagiotou, K. (2017) · 2017
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Tensor regression networks
Kossaifi, J., Lipton, Z. C., Khanna, A., Furlanello, T., and Anandkumar, A. (2017) · 2017
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Hptt: A high-performance tensor transposition c++ library
Springer, P., Su, T., and Bientinesi, P. (2017) · 2017
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Low-rank tucker decomposition of large tensors using tensorsketch
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