Research graph
References from Generalized Low Rank Models. Local targets link to admitted publications; unresolved targets remain external evidence.
A new approach to collaborative filtering: Operator estimation with spectral regularization
2009 · External reference
Learning sparsely used overcomplete dictionaries via alternating minimization
2013 · External reference
Unresolved reference
2004 · External reference
k-SVD: An algorithm for designing overcomplete dictionaries for sparse representation
10.1109/tsp.2006.881199 · 2006 · External reference
k-means++: The advantages of careful seeding
2007 · External reference
Neural networks and principal component analysis: Learning from examples without local minima
10.1016/0893-6080(89)90014-2 · 1989 · External reference
Algorithms and applications for approximate nonnegative matrix factorization
10.1016/j.csda.2006.11.006 · 2007 · External reference
Incremental gradient, subgradient, and proximal methods for convex optimization: A survey
2011 · External reference
Julia: A fast dynamic language for technical computing
2012 · External reference
Factoring nonnegative matrices with linear programs
2012 · External reference
Proximal alternating linearized minimization for nonconvex and nonsmooth problems
2013 · External reference
Unresolved reference
2010 · External reference
Smallk is a C++/Python high-performance software library for nonnegative matrix factorization (NMF) and hierarchical and flat clustering using the NMF ; current version 1.2.0
2014 · External reference
Accuracy at the top
2012 · External reference
Unresolved reference
2003 · External reference
10.1561/2200000016 · 2011 · Admitted local publication
10.1017/cbo9780511804441
10.1017/cbo9780511804441 · 2004 · External reference
Unresolved reference
2003 · External reference
A nonlinear programming algorithm for solving semidefinite programs via low-rank factorization
10.1007/s10107-002-0352-8 · 2003 · External reference
Local minima and convergence in low-rank semidefinite programming
10.1007/s10107-004-0564-1 · 2005 · External reference
Robust principal component analysis?
10.1145/1970392.1970395 · 2011 · External reference
Matrix completion with noise
2009 · External reference
Exact matrix completion via convex optimization
2008 · External reference
The power of convex relaxation: Near-optimal matrix completion
10.1109/tit.2010.2044061 · 2010 · External reference
The scree test for the number of factors
10.1207/s15327906mbr0102_10 · 1966 · External reference
Matrix estimation by universal singular value thresholding
2014 · External reference
Parallel prefix polymorphism permits parallelization, presentation & proof
10.1109/hptcdl.2014.9 · 2014 · External reference
Atomic decomposition by basis pursuit
10.1137/s1064827596304010 · 1998 · External reference
A generalization of principal component analysis to the exponential family
2001 · External reference
On the algorithmic implementation of multiclass kernel-based vector machines
2002 · External reference
Random projections for non-negative matrix factorization
2014 · External reference
Quadratic programing solver for non-negative matrix factorization with spark
2014 · External reference
A direct formulation for sparse PCA using semidefinite programming
2004 · External reference
1-bit matrix completion
2012 · External reference
The Gifi system of nonlinear multivariate analysis
1984 · External reference
Gift methods for optimal scaling in R: The package homals
2009 · External reference
Additive structure in qualitative data: An alternating least squares method with optimal scaling features
10.1007/bf02296971 · 1976 · External reference
Global convergence of stochastic gradient descent for some nonconvex matrix problems
2014 · External reference
CVXPY: A Python-embedded modeling language for convex optimization, version 0.2
2014 · External reference
Solving multiclass learning problems via error-correcting output codes
10.1613/jair.105 · 1995 · External reference
10.1145/1150402.1150420
10.1145/1150402.1150420 · 2006 · External reference
Implementing Horn’s parallel analysis for principal component analysis and factor analysis
10.1177/1536867x0900900207 · 2009 · External reference
Clustering large graphs via the singular value decomposition
10.1023/b:mach.0000033113.59016.96 · 2004 · External reference
The approximation of one matrix by another of lower rank
10.1007/bf02288367 · 1936 · External reference
10.1109/cvpr.2009.5206547
10.1109/cvpr.2009.5206547 · 2009 · External reference
10.23919/acc.2004.1384521
10.23919/acc.2004.1384521 · 2004 · External reference
Nonnegative matrix factorization with the Itakura-Saito divergence: With application to music analysis
10.1162/neco.2008.04-08-771 · 2009 · External reference
Scalable convex methods for flexible low-rank matrix modeling
2013 · External reference
Unresolved reference
2011 · External reference
Low-rank matrix approximation with weights or missing data is NP-hard
10.1137/110820361 · 2011 · External reference
A continuous characterization of the maximum-edge biclique problem
10.1007/s10898-013-0053-2 · 2014 · External reference
Transduction with matrix completion: Three birds with one stone
2010 · External reference
Generalized2 linear2 models
2002 · External reference
10.1145/2661829.2662030
10.1145/2661829.2662030 · 2014 · External reference
Unresolved reference
2013 · External reference
Training highly multiclass classifiers
2014 · External reference
Finding structure with randomness: Probabilistic algorithms for constructing approximate matrix decompositions
10.1137/090771806 · 2011 · External reference
On the provable convergence of alternating minimization for matrix completion
2013 · External reference
Fast matrix completion without the condition number
2014 · External reference
Matrix completion and low-rank svd via fast alternating least squares
2014 · External reference
A rationale and test for the number of factors in factor analysis
10.1007/bf02289447 · 1965 · External reference
Analysis of a complex of statistical variables into principal components
10.1037/h0071325 · 1933 · External reference
Relations between two sets of variates
10.1093/biomet/28.3-4.321 · 1936 · External reference
A fuzzy fc-modes algorithm for clustering categorical data
10.1109/91.784206 · 1999 · External reference
10.1002/0471725250
10.1002/0471725250 · 1981 · External reference
Unresolved reference
2013 · External reference
10.1007/978-1-4757-1904-8
10.1007/978-1-4757-1904-8 · 1986 · External reference
Stable autoencoding: A flexible framework for regularized low-rank matrix estimation
2014 · External reference
Confidence areas for fixed-effects pea
2014 · External reference
Low-rank optimization on the cone of positive semidefinite matrices
10.1137/080731359 · 2010 · External reference
Unresolved reference
2009 · External reference
Unresolved reference
2012 · External reference
Unresolved reference
2010 · External reference
Matrix completion from noisy entries
2009 · External reference
A gradient descent algorithm on the Grassman manifold for matrix completion
2009 · External reference
Matrix completion from a few entries
10.1109/tit.2010.2046205 · 2010 · External reference
Sparse non-negative matrix factorizations via alternating non-negativity-constrained least squares for microarray data analysis
10.1093/bioinformatics/btm134 · 2007 · External reference
Nonnegative matrix factorization based on alternating nonnegativity constrained least squares and active set method
10.1137/07069239x · 2008 · External reference
Algorithms for nonnegative matrix and tensor factorizations: A unified view based on block coordinate descent framework
10.1007/s10898-013-0035-4 · 2014 · External reference
Toward faster nonnegative matrix factorization: A new algorithm and comparisons
2008 · External reference
Fast nonnegative matrix factorization: An activeset-like method and comparisons
10.1137/110821172 · 2011 · External reference
10.1017/cbo9780511754098
10.1017/cbo9780511754098 · 2005 · External reference
Regression quantiles
10.2307/1913643 · 1978 · External reference
Branch-and-bound methods: A survey
10.1287/opre.14.4.699 · 1966 · External reference
Learning the parts of objects by non-negative matrix factorization
10.1038/44565 · 1999 · External reference
Algorithms for non-negative matrix factorization
2001 · External reference
Efficient sparse coding algorithms
2006 · External reference
Practical large-scale optimization for max-norm regularization
2010 · External reference
Multicategory support vector machines: Theory and application to the classification of microarray data and satellite radiance data
10.1198/016214504000000098 · 2004 · External reference
A technique for the measurement of attitudes
1932 · External reference
Projected gradient methods for nonnegative matrix factorization
10.1162/neco.2007.19.10.2756 · 2007 · External reference
Interior-point method for nuclear norm approximation with application to system identification
10.1137/090755436 · 2009 · External reference
Least squares quantization in PCM
10.1109/tit.1982.1056489 · 1982 · External reference
Deflation methods for sparse PCA
2009 · External reference
10.1145/1553374.1553463
10.1145/1553374.1553463 · 2009 · External reference
Supervised dictionary learning
2009 · External reference
10.1007/978-1-4471-2227-2
10.1007/978-1-4471-2227-2 · 2012 · External reference
Spectral regularization algorithms for learning large incomplete matrices
2010 · External reference
Efficient estimation of word representations in vector space
2013 · External reference
Distributed representations of words and phrases and their compositionality
2013 · External reference
Unresolved reference
2001 · External reference
10.1109/acc.2010.5531594
10.1109/acc.2010.5531594 · 2010 · External reference
Provable non-convex robust PCA
2014 · External reference
Hogwild!: A lock-free approach to parallelizing stochastic gradient descent
2011 · External reference
Unresolved reference
2006 · External reference
Sparse coding with an overcomplete basis set: A strategy employed by V1?
10.1016/s0042-6989(97)00169-7 · 1997 · External reference
Unresolved reference
2014 · External reference
Bi-cross-validation of the svd and the nonnegative matrix factorization
2009 · External reference
Proximal algorithms
2013 · External reference
A simple and fast algorithm for k-medoids clustering
10.1016/j.eswa.2008.01.039 · 2009 · External reference
On lines and planes of closest fit to systems of points in space
10.1080/14786440109462720 · 1901 · External reference
Glove: Global vectors for word representation
10.3115/v1/d14-1162 · 2014 · External reference
Cross-validation for unsupervised learning
2009 · External reference
Large margin DAGs for multiclass classification
1999 · External reference
Repairing Tom Swift’s electric factor analysis machine
10.1207/s15328031us0201_02 · 2003 · External reference
10.1145/1273496.1273592
10.1145/1273496.1273592 · 2007 · External reference
Guaranteed minimum-rank solutions of linear matrix equations via nuclear norm minimization
10.1137/070697835 · 2010 · External reference
Parallel stochastic gradient algorithms for large-scale matrix completion
10.1007/s12532-013-0053-8 · 2013 · External reference
Hogwild: A lock-free approach to parallelizing stochastic gradient descent
2011 · External reference
10.1145/1102351.1102441
10.1145/1102351.1102441 · 2005 · External reference
Personality, motivation and cognitive performance: Final report to the army research institute on contract MDA 903-93-K-0008
1998 · External reference
Alternating maximization: Unifying framework for 8 sparse PCA formulations and efficient parallel codes
2012 · External reference
In defense of one-vs-all classification
2004 · External reference
A generalized linear model for principal component analysis of binary data
2003 · External reference
Factorbird — a parameter server approach to distributed matrix factorization
2014 · External reference
Document clustering using nonnegative matrix factorization
10.1016/j.ipm.2004.11.005 · 2006 · External reference
Large-scale convex minimization with a low-rank constraint
2011 · External reference
Sparse principal component analysis via regularized low rank matrix approximation
10.1016/j.jmva.2007.06.007 · 2008 · External reference
10.1007/978-3-540-87481-2_24
10.1007/978-3-540-87481-2_24 · 2008 · External reference
Unresolved reference
2012 · External reference
A geometric analysis of subspace clustering with outliers
10.1214/12-aos1034 · 2012 · External reference
Robust subspace clustering
2013 · External reference
Unresolved reference
2004 · External reference
Weighted low-rank approximations
2003 · External reference
Maximum-margin matrix factorization
2004 · External reference
Learning distributed representations for structured output prediction
2014 · External reference
Dropout: A simple way to prevent neural networks from overfitting
2014 · External reference
10.1007/978-3-540-74958-5_33
10.1007/978-3-540-74958-5_33 · 2007 · External reference
Alternating direction method of multipliers for non-negative matrix factorization with the beta-divergence
10.1109/icassp.2014.6854796 · 2014 · External reference
10.1109/focs.2015.25
10.1109/focs.2015.25 · 2015 · External reference
Nonmetric individual differences multidimensional scaling: an alternating least squares method with optimal scaling features
10.1007/bf02293745 · 1977 · External reference
Probabilistic principal component analysis
10.1111/1467-9868.00196 · 1999 · External reference
The information bottleneck method
2000 · External reference
Unresolved reference
2004 · External reference
Signal recovery from random measurements via orthogonal matching pursuit
10.1109/tit.2007.909108 · 2007 · External reference
Nearest q-flat to m points
10.1023/a:1004678431677 · 2000 · External reference
An index which distinguishes between some important exponential families
1984 · External reference
10.1145/1553374.1553509
10.1145/1553374.1553509 · 2009 · External reference
On the complexity of nonnegative matrix factorization
10.1137/070709967 · 2009 · External reference
A tutorial on subspace clustering
10.1109/msp.2010.939739 · 2010 · External reference
Monaural sound source separation by nonnegative matrix factorization with temporal continuity and sparseness criteria
10.1109/tasl.2006.885253 · 2007 · External reference
Fantope projection and selection: A near-optimal convex relaxation of sparse PCA
2013 · External reference
Large scale image annotation: Learning to rank with joint word-image embeddings
10.1007/s10994-010-5198-3 · 2010 · External reference
10.1145/2507157.2507210
10.1145/2507157.2507210 · 2013 · External reference
A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis
2009 · External reference
Robust principal component analysis: Exact recovery of corrupted low-rank matrices by convex optimization
2009 · External reference
Robust PCA via outlier pursuit
10.1109/tit.2011.2173156 · 2012 · External reference
Regression with qualitative and quantitative variables: An alternating least squares method with optimal scaling features
10.1007/bf02296972 · 1976 · External reference
NOMAD: Non-locking, stOchastic Multi-machine algorithm for Asynchronous and Decentralized matrix completion
2013 · External reference
Spark: Cluster computing with working sets
2010 · External reference
Sparse principal component analysis
10.1198/106186006x113430 · 2006 · External reference
Comparison of five rules for determining the number of compo
10.1037/0033-2909.99.3.432 · 1986 · External reference
