Nonnegative Matrix and Tensor Factorizations

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Nicolas Gillis Joint work with Fran˘cois Glineur, …laurent.risser.free.fr › TMP_SHARE › optimCIMI2018 › slides...Computing Nonnegative Matrix Factorizations Nicolas Gillis

Nicolas Gillis Joint work with Fran˘cois Glineur, …laurent.risser.free.fr › TMP_SHARE › optimCIMI2018 › slides...Computing Nonnegative Matrix Factorizations Nicolas Gillis

Tensaurus: A Versatile Accelerator for Mixed Sparse-Dense ...zhiruz/pdfs/tensaurus-hpca2020.pdf · sparse, which makes sparse tensor factorizations memory bound. In this work, we

Tensaurus: A Versatile Accelerator for Mixed Sparse-Dense ...zhiruz/pdfs/tensaurus-hpca2020.pdf · sparse, which makes sparse tensor factorizations memory bound. In this work, we

Advances in Nonnegative Matrix and Tensor Factorizationdownloads.hindawi.com/journals/specialissues/639010.pdf · The first paper, entitled “Probabilistic latent variable models

Advances in Nonnegative Matrix and Tensor Factorizationdownloads.hindawi.com/journals/specialissues/639010.pdf · The first paper, entitled “Probabilistic latent variable models

Turbo-SMT: Parallel coupled sparse matrix-Tensor ... · Turbo-SMT: Parallel Coupled Sparse Matrix-Tensor Factorizations and Applications Evangelos E. Papalexakis epapalex@cs.cmu.edu

Turbo-SMT: Parallel coupled sparse matrix-Tensor ... · Turbo-SMT: Parallel Coupled Sparse Matrix-Tensor Factorizations and Applications Evangelos E. Papalexakis [email protected]

Collaborators Nonnegative Matrix and Tensor …helper.ipam.ucla.edu/publications/sews2/sews2_7123.pdfNonnegative Matrix and Tensor Factorizations for Text Mining Applications IPAM

Collaborators Nonnegative Matrix and Tensor …helper.ipam.ucla.edu/publications/sews2/sews2_7123.pdfNonnegative Matrix and Tensor Factorizations for Text Mining Applications IPAM

Scalable Tensor Factorizations with Missing Datadmdunla/publications/AcDuKoMo10.pdf · Scalable Tensor Factorizations with Missing Data Evrim Acar yDaniel M. Dunlavyz Tamara G. Kolda

Scalable Tensor Factorizations with Missing Datadmdunla/publications/AcDuKoMo10.pdf · Scalable Tensor Factorizations with Missing Data Evrim Acar yDaniel M. Dunlavyz Tamara G. Kolda

Nonnegative DEDICOM Based On Tensor Decompositions for ...ajiips.com.au/papers/V12.1/AJIIPS_vol12n1_13-18.pdf · The product of a tensor and a matrix along the mode-n is denoted as

Nonnegative DEDICOM Based On Tensor Decompositions for ...ajiips.com.au/papers/V12.1/AJIIPS_vol12n1_13-18.pdf · The product of a tensor and a matrix along the mode-n is denoted as

Nonnegative approximations of nonnegative tensors

Nonnegative approximations of nonnegative tensors

Temporal Link Prediction Using Matrix and Tensor Factorizationstgkolda/pubs/bibtgkfiles/ACM-TKDD-Link... · 2011-03-11 · 10 Temporal Link Prediction Using Matrix and Tensor Factorizations

Temporal Link Prediction Using Matrix and Tensor Factorizationstgkolda/pubs/bibtgkfiles/ACM-TKDD-Link... · 2011-03-11 · 10 Temporal Link Prediction Using Matrix and Tensor Factorizations

Expressive power of tensor-network factorizations for … · 2020-02-13 · machine learning [41–44], since they arise naturally from the probabilistic interpretation of quantum

Expressive power of tensor-network factorizations for … · 2020-02-13 · machine learning [41–44], since they arise naturally from the probabilistic interpretation of quantum

Some Applications of Nonnegative Tensor Factorizations ...Global Climate Changes – NASA Data • Data mining techniques are commonly used for the discovery of interesting patterns

Some Applications of Nonnegative Tensor Factorizations ...Global Climate Changes – NASA Data • Data mining techniques are commonly used for the discovery of interesting patterns

Nonnegative Tensor Factorization for Source Separation of ... · [Rafii, Liutkus, & Pardo 2014] NMF can handle many types of repetition: Method. Nonnegative tensor factorization

Nonnegative Tensor Factorization for Source Separation of ... · [Rafii, Liutkus, & Pardo 2014] NMF can handle many types of repetition: Method. Nonnegative tensor factorization

Convex and Semi-Nonnegative Matrix Factorizationsranger.uta.edu/~chqding/papers/Ding-Li-Jordan.pdf · 2008. 12. 4. · CONVEX AND SEMI-NONNEGATIVE MATRIX FACTORIZATIONS: DING, LI

Convex and Semi-Nonnegative Matrix Factorizationsranger.uta.edu/~chqding/papers/Ding-Li-Jordan.pdf · 2008. 12. 4. · CONVEX AND SEMI-NONNEGATIVE MATRIX FACTORIZATIONS: DING, LI

Prime Numbers and Prime Factorizations

Prime Numbers and Prime Factorizations

Nonnegative non-redundant tensor decompositionhep.calis.edu.cn/fulltext/fmc-0041-12229-ko.pdf · 2013. 3. 18. · emerge from higher-order statistics such as joint moments and cumulants

Nonnegative non-redundant tensor decompositionhep.calis.edu.cn/fulltext/fmc-0041-12229-ko.pdf · 2013. 3. 18. · emerge from higher-order statistics such as joint moments and cumulants

Advances in Nonnegative Matrix and Tensor Factorization

Advances in Nonnegative Matrix and Tensor Factorization

Nonnegative Ranks, Decompositions, and Factorizations of Nonnegative …lab.rockefeller.edu/cohenje/PDFs/211CohenRothblumLAA1993.pdf · 2019-09-18 · Nonnegative Ranks, Decompositions,

Nonnegative Ranks, Decompositions, and Factorizations of Nonnegative …lab.rockefeller.edu/cohenje/PDFs/211CohenRothblumLAA1993.pdf · 2019-09-18 · Nonnegative Ranks, Decompositions,

Triangular Covariance Factorizations for Kalman Filtering ·  · 2013-08-31Triangular Covariance Factorizations for Kalman Filtering ... TRIANGULAR COVARIANCE FACTORIZATIONS FOR

Triangular Covariance Factorizations for Kalman Filtering ·  · 2013-08-31Triangular Covariance Factorizations for Kalman Filtering ... TRIANGULAR COVARIANCE FACTORIZATIONS FOR

Matrix Factorizations, Algorithms, Wavelets

Matrix Factorizations, Algorithms, Wavelets

Accurate symmetric rank revealing factorizations …RRDs of Totally Nonnegative Matrices (I) •Matrices with all minors nonnegative are called totally nonnegative (TN). We consider

Accurate symmetric rank revealing factorizations …RRDs of Totally Nonnegative Matrices (I) •Matrices with all minors nonnegative are called totally nonnegative (TN). We consider