Tamara G. Kolda

Proceedings of the Platform for Advanced Scientific Computing Conference, 2023

Convergence of Alternating Gradient Descent for Matrix Factorization.

[BibT_eX]

[DOI]

Rachel A. Ward

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

2022

Practical Leverage-Based Sampling for Low-Rank Tensor Decomposition.

[BibT_eX]

[DOI]

Brett W. Larsen

SIAM J. Matrix Anal. Appl., September, 2022

Scalable symmetric Tucker tensor decomposition.

[BibT_eX]

[DOI]

CoRR, 2022

Tensor Moments of Gaussian Mixture Models: Theory and Applications.

[BibT_eX]

[DOI]

João M. Pereira

Joe Kileel

CoRR, 2022

Sketching Matrix Least Squares via Leverage Scores Estimates.

[BibT_eX]

[DOI]

Brett W. Larsen

CoRR, 2022

2021

Streaming Generalized Canonical Polyadic Tensor Decompositions.

[BibT_eX]

[DOI]

Eric T. Phipps

Nick Johnson

CoRR, 2021

Randomized Algorithms for Scientific Computing (RASC).

[BibT_eX]

[DOI]

Per-Gunnar Martinsson

CoRR, 2021

2020

TuckerMPI: A Parallel C++/MPI Software Package for Large-scale Data Compression via the Tucker Tensor Decomposition.

[BibT_eX]

[DOI]

Alicia M. Klinvex

ACM Trans. Math. Softw., 2020

Stochastic Gradients for Large-Scale Tensor Decomposition.

[BibT_eX]

[DOI]

David Hong

SIAM J. Math. Data Sci., 2020

Generalized Canonical Polyadic Tensor Decomposition.

[BibT_eX]

[DOI]

David Hong

Jed A. Duersch

SIAM Rev., 2020

Estimating Higher-Order Moments Using Symmetric Tensor Decomposition.

[BibT_eX]

[DOI]

Samantha Sherman

SIAM J. Matrix Anal. Appl., 2020

2019

Introduction to SIAM Journal on Mathematics of Data Science (SIMODS).

[BibT_eX]

[DOI]

SIAM J. Math. Data Sci., 2019

Software for Sparse Tensor Decomposition on Emerging Computing Architectures.

[BibT_eX]

[DOI]

Eric T. Phipps

SIAM J. Sci. Comput., 2019

Faster Johnson-Lindenstrauss Transforms via Kronecker Products.

[BibT_eX]

[DOI]

Ruhui Jin

Rachel A. Ward

CoRR, 2019

2018

A Practical Randomized CP Tensor Decomposition.

[BibT_eX]

[DOI]

Casey Battaglino

Clifford Anderson-Bergman

SIAM J. Matrix Anal. Appl., 2018

XPCA: Extending PCA for a Combination of Discrete and Continuous Variables.

[BibT_eX]

[DOI]

Kina Kincher-Winoto

CoRR, 2018

An improved hyperbolic embedding algorithm.

[BibT_eX]

[DOI]

Kenny Chowdhary

J. Complex Networks, 2018

2017

Triangular Alignment (TAME): A Tensor-Based Approach for Higher-Order Network Alignment.

[BibT_eX]

[DOI]

IEEE ACM Trans. Comput. Biol. Bioinform., 2017

Directed closure measures for networks with reciprocity.

[BibT_eX]

[DOI]

J. Complex Networks, 2017

Measuring and modeling bipartite graphs with community structure.

[BibT_eX]

[DOI]

Sinan Aksoy

J. Complex Networks, 2017

2016

Parallel Tensor Compression for Large-Scale Scientific Data.

[BibT_eX]

[DOI]

Woody Austin

Proceedings of the 2016 IEEE International Parallel and Distributed Processing Symposium, 2016

2015

Newton-based optimization for Kullback-Leibler nonnegative tensor factorizations.

[BibT_eX]

[DOI]

Samantha Hansen

Todd D. Plantenga

Optim. Methods Softw., 2015

Numerical optimization for symmetric tensor decomposition.

[BibT_eX]

[DOI]

Math. Program., 2015

Symmetric Orthogonal Tensor Decomposition is Trivial.

[BibT_eX]

[DOI]

CoRR, 2015

Diamond Sampling for Approximate Maximum All-Pairs Dot-Product (MAD) Search.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Data Mining, 2015

2014

Exploiting Symmetry in Tensors for High Performance: Multiplication with Symmetric Tensors.

[BibT_eX]

[DOI]

Martin D. Schatz

Tze Meng Low

Robert A. van de Geijn

SIAM J. Sci. Comput., 2014

Special Section on Two Themes: Planet Earth and Big Data.

[BibT_eX]

[DOI]

Irad Yaneh

SIAM J. Sci. Comput., 2014

Counting Triangles in Massive Graphs with MapReduce.

[BibT_eX]

[DOI]

SIAM J. Sci. Comput., 2014

A Scalable Generative Graph Model with Community Structure.

[BibT_eX]

[DOI]

SIAM J. Sci. Comput., 2014

An Adaptive Shifted Power Method for Computing Generalized Tensor Eigenpairs.

[BibT_eX]

[DOI]

Jackson R. Mayo

SIAM J. Matrix Anal. Appl., 2014

Wedge sampling for computing clustering coefficients and triangle counts on large graphs.

[BibT_eX]

[DOI]

Stat. Anal. Data Min., 2014

Accelerating Community Detection by Using K-core Subgraphs.

[BibT_eX]

[DOI]

Chengbin Peng

CoRR, 2014

Using Triangles to Improve Community Detection in Directed Networks.

[BibT_eX]

[DOI]

Christine Klymko

David F. Gleich

CoRR, 2014

2013

An in-depth analysis of stochastic Kronecker graphs.

[BibT_eX]

[DOI]

J. ACM, 2013

Newton-Based Optimization for Nonnegative Tensor Factorizations

[BibT_eX]

[DOI]

Samantha Hansen

Todd D. Plantenga

CoRR, 2013

On Reciprocity in Massively Multi-player Online Game Networks

[BibT_eX]

[DOI]

CoRR, 2013

The importance of directed triangles with reciprocity: patterns and algorithms

[BibT_eX]

[DOI]

CoRR, 2013

Exploiting Symmetry in Tensors for High Performance

[BibT_eX]

[DOI]

Martin D. Schatz

Tze Meng Low

Robert A. van de Geijn

CoRR, 2013

Triadic Measures on Graphs: The Power of Wedge Sampling.

[BibT_eX]

[DOI]

Proceedings of the 13th SIAM International Conference on Data Mining, 2013

A scalable null model for directed graphs matching all degree distributions: In, out, and reciprocal.

[BibT_eX]

[DOI]

Proceedings of the 2nd IEEE Network Science Workshop, 2013

Dynamics of trust reciprocation in multi-relational networks.

[BibT_eX]

[DOI]

Proceedings of the Advances in Social Networks Analysis and Mining 2013, 2013

2012

On Tensors, Sparsity, and Nonnegative Factorizations.

[BibT_eX]

[DOI]

Eric C. Chi

SIAM J. Matrix Anal. Appl., 2012

A scalable directed graph model with reciprocal edges

[BibT_eX]

[DOI]

CoRR, 2012

Degree Relations of Triangles in Real-world Networks and Models

[BibT_eX]

[DOI]

CoRR, 2012

Fast Triangle Counting through Wedge Sampling

[BibT_eX]

[DOI]

CoRR, 2012

The Similarity Between Stochastic Kronecker and Chung-Lu Graph Models.

[BibT_eX]

[DOI]

Proceedings of the Twelfth SIAM International Conference on Data Mining, 2012

Degree relations of triangles in real-world networks and graph models.

[BibT_eX]

[DOI]

Proceedings of the 21st ACM International Conference on Information and Knowledge Management, 2012

2011

Temporal Link Prediction Using Matrix and Tensor Factorizations.

[BibT_eX]

[DOI]

Evrim Acar

ACM Trans. Knowl. Discov. Data, 2011

Shifted Power Method for Computing Tensor Eigenpairs.

[BibT_eX]

[DOI]

Jackson R. Mayo

SIAM J. Matrix Anal. Appl., 2011

Community structure and scale-free collections of Erdös-Rényi graphs

[BibT_eX]

[DOI]

CoRR, 2011

All-at-once Optimization for Coupled Matrix and Tensor Factorizations

[BibT_eX]

[DOI]

Evrim Acar

CoRR, 2011

A Hitchhiker's Guide to Choosing Parameters of Stochastic Kronecker Graphs

[BibT_eX]

[DOI]

CoRR, 2011

Efficiently Computing Tensor Eigenvalues on a GPU.

[BibT_eX]

[DOI]

Todd D. Plantenga

Proceedings of the 25th IEEE International Symposium on Parallel and Distributed Processing, 2011

An In-depth Study of Stochastic Kronecker Graphs.

[BibT_eX]

[DOI]

Proceedings of the 11th IEEE International Conference on Data Mining, 2011

COMET: A Recipe for Learning and Using Large Ensembles on Massive Data.

[BibT_eX]

[DOI]

Proceedings of the 11th IEEE International Conference on Data Mining, 2011

Multilinear Algebra for Analyzing Data with Multiple Linkages.

[BibT_eX]

[DOI]

W. Philip Kegelmeyer

Proceedings of the Graph Algorithms in the Language of Linear Algebra, 2011

2010

Asynchronous parallel hybrid optimization combining DIRECT and GSS.

[BibT_eX]

[DOI]

Joshua D. Griffin

Optim. Methods Softw., 2010

Scalable Tensor Factorizations for Incomplete Data

[BibT_eX]

[DOI]

CoRR, 2010

Scalable Tensor Factorizations with Missing Data.

[BibT_eX]

[DOI]

Proceedings of the SIAM International Conference on Data Mining, 2010

2009

Tensor Decompositions and Applications.

[BibT_eX]

[DOI]

SIAM Rev., 2009

Link Prediction on Evolving Data Using Matrix and Tensor Factorizations.

[BibT_eX]

[DOI]

Evrim Acar

Proceedings of the ICDM Workshops 2009, 2009

2008

Asynchronous Parallel Generating Set Search for Linearly Constrained Optimization.

[BibT_eX]

[DOI]

Joshua D. Griffin

Robert Michael Lewis

SIAM J. Sci. Comput., 2008

Scalable Tensor Decompositions for Multi-aspect Data Mining.

[BibT_eX]

[DOI]

Jimeng Sun

Proceedings of the 8th IEEE International Conference on Data Mining (ICDM 2008), 2008

2007

Efficient MATLAB Computations with Sparse and Factored Tensors.

[BibT_eX]

[DOI]

SIAM J. Sci. Comput., 2007

Mining large graphs and streams using matrix and tensor tools.

[BibT_eX]

[DOI]

Christos Faloutsos

Jimeng Sun

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2007

Cross-language information retrieval using PARAFAC2.

[BibT_eX]

[DOI]

Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2007

Temporal Analysis of Semantic Graphs Using ASALSAN.

[BibT_eX]

[DOI]

Richard A. Harshman

Proceedings of the 7th IEEE International Conference on Data Mining (ICDM 2007), 2007

2006

Algorithm 856: APPSPACK 4.0: asynchronous parallel pattern search for derivative-free optimization.

[BibT_eX]

[DOI]

Genetha Anne Gray

ACM Trans. Math. Softw., 2006

Algorithm 862: MATLAB tensor classes for fast algorithm prototyping.

[BibT_eX]

[DOI]

ACM Trans. Math. Softw., 2006

Stationarity Results for Generating Set Search for Linearly Constrained Optimization.

[BibT_eX]

[DOI]

Robert Michael Lewis

SIAM J. Optim., 2006

A Parallel, Asynchronous Method for Derivative-Free Nonlinear Programs.

[BibT_eX]

[DOI]

Joshua D. Griffin

Proceedings of the Mathematical Software, 2006

2005

An overview of the Trilinos project.

[BibT_eX]

[DOI]

ACM Trans. Math. Softw., 2005

Revisiting Asynchronous Parallel Pattern Search for Nonlinear Optimization.

[BibT_eX]

[DOI]

SIAM J. Optim., 2005

Higher-Order Web Link Analysis Using Multilinear Algebra.

[BibT_eX]

[DOI]

Joseph P. Kenny

Proceedings of the 5th IEEE International Conference on Data Mining (ICDM 2005), 2005

2004

On the Convergence of Asynchronous Parallel Pattern Search.

[BibT_eX]

[DOI]

SIAM J. Optim., 2004

Optimizing an Empirical Scoring Function for Transmembrane Protein Structure Determination.

[BibT_eX]

[DOI]

INFORMS J. Comput., 2004

2003

Optimization by Direct Search: New Perspectives on Some Classical and Modern Methods.

[BibT_eX]

[DOI]

Robert Michael Lewis

SIAM Rev., 2003

A Counterexample to the Possibility of an Extension of the Eckart-Young Low-Rank Approximation Theorem for the Orthogonal Rank Tensor Decomposition.

[BibT_eX]

[DOI]

SIAM J. Matrix Anal. Appl., 2003

2001

Asynchronous Parallel Pattern Search for Nonlinear Optimization.

[BibT_eX]

[DOI]

Patricia D. Hough

SIAM J. Sci. Comput., 2001

Orthogonal Tensor Decompositions.

[BibT_eX]

[DOI]

SIAM J. Matrix Anal. Appl., 2001

Hidden Markov Models for Chromosome Identification.

[BibT_eX]

[DOI]

Proceedings of the 14th IEEE Symposium on Computer-Based Medical Systems (CBMS 2001), 2001

2000

Algorithm 805: computation and uses of the semidiscrete matrix decomposition.

[BibT_eX]

[DOI]

Dianne P. O'Leary

ACM Trans. Math. Softw., 2000

Partitioning Rectangular and Structurally Unsymmetric Sparse Matrices for Parallel Processing.

[BibT_eX]

[DOI]

Bruce Hendrickson

SIAM J. Sci. Comput., 2000

Graph partitioning models for parallel computing.

[BibT_eX]

[DOI]

Bruce Hendrickson

Parallel Comput., 2000

1998

A Semidiscrete Matrix Decomposition for Latent Semantic Indexing Information Retrieval.

[BibT_eX]

[DOI]

Dianne P. O'Leary

ACM Trans. Inf. Syst., 1998

BFGS with Update Skipping and Varying Memory.

[BibT_eX]

[DOI]

Dianne P. O'Leary

Larry Nazareth

SIAM J. Optim., 1998

Partitioning Sparse Rectangular Matrices for Parallel Computations of Ax and ATv.

[BibT_eX]

[DOI]

Bruce Hendrickson

Proceedings of the Applied Parallel Computing, 1998

Partitioning Rectangular Matrices for Parallel Processing.

[BibT_eX]

[DOI]