SVD based initialization: A head start for nonnegative matrix factorization

No abstract is available for this paper.

• Publication year

  2008

• Venue

  Pattern Recognition

• Publication date

  2008-04-01

• Fields of study

  Mathematics, Computer Science

• Identifiers
  DOI 10.1016/j.patcog.2007.09.010
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Nonlinear Programming

  2010cited by this paper
• Matrix methods in data mining and pattern recognition

  2009cited by this paper
• Automated Gene Classification using Nonnegative Matrix Factorization on Biomedical Literature

  2007cited by this paper
• Algorithms and applications for approximate nonnegative matrix factorization

  2007cited by this paper
• Matrix Computations, 3rd Edition

  2007cited by this paper
• Fast Newton-type Methods for the Least Squares Nonnegative Matrix Approximation Problem

  2007cited by this paper
• Nonnegative matrix factorization for spectral data analysis

  2006cited by this paper
• Matrix factorization methods: Application to thermal NDT/E

  2006cited by this paper
• Orthogonal nonnegative matrix t-factorizations for clustering

  2006cited by this paper
• Document clustering using nonnegative matrix factorization

  2006cited by this paper
• bioNMF: a versatile tool for non-negative matrix factorization in biology

  2006cited by this paper
• TMG: A MATLAB Toolbox for Generating Term-Document Matrices from Text Collections

  2006cited by this paper
• Generalized Nonnegative Matrix Approximations with Bregman Divergences

  2005influential reference
• Two-Dimensional Non-negative Matrix Factorization for Face Representation and Recognition

  2005cited by this paper
• On the Equivalence of Nonnegative Matrix Factorization and Spectral Clustering

  2005cited by this paper
• CLSI: A Flexible Approximation Scheme from Clustered Term-Document Matrices

  2005cited by this paper
• K-SVD and its non-negative variant for dictionary design

  2005cited by this paper
• Non-negative Matrix Factorization with Sparseness Constraints

  2004cited by this paper
• Text Mining Using Non-Negative Matrix Factorizations

  2004cited by this paper
• Nonnegative matrix factorization for rapid recovery of constituent spectra in magnetic resonance chemical shift imaging of the brain

  2004cited by this paper
• Concept Decompositions for Large Sparse Text Data Using Clustering

  2004cited by this paper
• On reduced rank nonnegative matrix factorization for symmetric nonnegative matrices

  2004cited by this paper
• Optimality, computation, and interpretation of nonnegative matrix factorizations

  2004cited by this paper
• Improving non-negative matrix factorizations through structured initialization

  2004influential reference
• Learning sparse features for classification by mixture models

  2004cited by this paper
• Document clustering based on non-negative matrix factorization

  2003cited by this paper
• When Does Non-Negative Matrix Factorization Give a Correct Decomposition into Parts?

  2003cited by this paper
• Seeding Non-Negative Matrix Factorizations with the Spherical K-Means Clustering

  2003cited by this paper
• IRBL: An Implicitly Restarted Block-Lanczos Method for Large-Scale Hermitian Eigenproblems

  2002cited by this paper
• On the Convergence of Bound Optimization Algorithms

  2002cited by this paper
• Non-negative sparse coding

  2002cited by this paper
• Algorithms for Non-negative Matrix Factorization

  2000cited by this paper
• Learning the parts of objects by non-negative matrix factorization

  1999cited by this paper
• Positive matrix factorization: A non-negative factor model with optimal utilization of error estimates of data values†

  1994cited by this paper
• Nonnegative ranks, decompositions, and factorizations of nonnegative matrices

  1993cited by this paper
• Matrix Perturbation Theory

  1991cited by this paper
• Nonnegative Matrices in the Mathematical Sciences

  1979cited by this paper
• Pattern recognition

  1974cited by this paper

• Persistent Nonnegative Matrix Factorization via Multi-Scale Graph Regularization

  2026cites this paper
• The interpretable multimodal dimension reduction framework SpaHDmap enhances resolution in spatial transcriptomics

  2026cites this paper
• FLoRG: Federated Fine-tuning with Low-rank Gram Matrices and Procrustes Alignment

  2026cites this paper
• Advancing remote sensing of fluorescent dissolved organic matter by removing multi-source interferences in remote sensing reflectance: evidence from the Mackenzie delta

  2026cites this paper
• The Salience Network, Depression, and Exercise Dependence in Middle-Aged and Older Adults: A Structural MRI Study.

  2026cites this paper
• GLoRIA: Gated Low-Rank Interpretable Adaptation for Dialectal ASR

  2026cites this paper
• A New Block-Splitting Method for Nonnegative Low-Rank Matrix Approximation

  2026cites this paper
• L2,1-Norm Regularized Double Non-Negative Matrix Factorization for Hyperspectral Change Detection

  2025cites this paper
• CaNetiCs - An Open-Source Toolbox for Standardized Dimensionality Reduction of Neuronal Calcium Activity

  2025cites this paper
• Early life brain network connectivity antecedents of executive function in children born preterm

  2025cites this paper
• Riemannian Optimization on the Oblique Manifold for Sparse Simplex Constraints via Multiplicative Updates

  2025cites this paper
• Neural Normalized Cut: A Differential and Generalizable Approach for Spectral Clustering

  2025cites this paper
• JSNMFuP: a unsupervised method for the integrative analysis of single-cell multi-omics data based on non-negative matrix factorization

  2025cites this paper
• Applying non-negative matrix factorization with covariates to structural equation modeling for blind input-output analysis

  2025cites this paper
• Risk factor disclosure in green bond prospectuses and investor compensation

  2025cites this paper
• On rank-2 Nonnegative Matrix Factorizations and their variants

  2025cites this paper
• CoPISan: Contrastive Perceptual Inference and Sanity Checks for Concept-Based CNN Explanations

  2025cites this paper
• Physiologically constrained neuromuscular synergy extraction using a deep off-policy dynamic neuro-fuzzy system in wheelchair propulsion

  2025cites this paper
• Single-pixel imaging using non-negative matrix factorization

  2025cites this paper
• LNN-PARAFAC2: Lightweight Non-Negative PARAFAC2 With Applications in Cross-Lingual Document Classification

  2025cites this paper
• Label-free protein-structure-sensitive live-cell microscopy for patient-specific assessment of myeloma therapy

  2025cites this paper
• Miniscope Processing Suite (MPS): An Intuitive, No-Code, Scalable Pipeline for Long-Duration Calcium Imaging

  2025cites this paper
• Randomized Algorithms for Symmetric Nonnegative Matrix Factorization

  2025cites this paper
• SpectraMorph: Structured Latent Learning for Self-Supervised Hyperspectral Super-Resolution

  2025cites this paper
• DMAGT: Unveiling miRNA-Drug Associations by Integrating SMILES and RNA Sequence Structures through Graph Transformer Models

  2025influential citation
• TReND: Transformer derived features and Regularized NMF for neonatal functional network Delineation

  2025cites this paper
• Sparse hyperparametric Itakura-Saito nonnegative matrix factorization via bi-level optimization

  2025cites this paper
• Generalized Poisson Matrix Factorization for Overdispersed Count Data

  2025cites this paper
• Sparse Hyperparametric Itakura-Saito NMF via Bi-Level Optimization

  2025cites this paper
• A semi-supervised non-negative matrix factorization model for scRNA-seq data analysis

  2025cites this paper
• Hyperspectral Texture Metrology Based on Distance Measures in an Information-Theoretic Framework

  2025cites this paper
• Positive matrix factorization of large real-time atmospheric mass spectrometry datasets using error-weighted randomized hierarchical alternating least squares

  2025cites this paper
• TraNCE: Transformative Nonlinear Concept Explainer for CNNs

  2025cites this paper
• Plastic tensor networks for interpretable generative modeling

  2025cites this paper
• Acoustic virtual sensors for industrial process monitoring using non-negative matrix factorization

  2025cites this paper
• Posthandling Spectral Information Enhancement for Single Cell Raman Molecular Mapping Analysis

  2025cites this paper
• Dual-consistency graph-spectral embedding joint learning for multi-view single-cell clustering

  2025cites this paper
• Pondere e Expanda: Impacto e Limitações de Representações Contextual-Esparsas na Modelagem de Tópicos

  2025cites this paper
• FACE: Faithful Automatic Concept Extraction

  2025influential citation
• HSNMF enables accurate and effective analysis for the college students' psychological health education data and student life data

  2025cites this paper
• Robust Sparse Non-Negative Matrix Factorization for Identifying Signals of Interest in Bearing Fault Detection

  2025cites this paper
• Engineering Spatial and Molecular Features from Cellular Niches to Inform Predictions of Inflammatory Bowel Disease

  2025cites this paper
• Decomposing MLP Activations into Interpretable Features via Semi-Nonnegative Matrix Factorization

  2025cites this paper
• Manta: Multi-lingual advanced NMF-based topic analysis

  2025cites this paper
• Open-source C++ Framework of Nonnegative Matrix Factorization and its applications in neuroimaging

  2025cites this paper
• Dual graph regularized nonnegative matrix factorization with node attributes and higher-order structure for link prediction in attributed networks

  2025cites this paper
• Non-Negative Matrix Factorization Using Non-Von Neumann Computers

  2025cites this paper
• "Are the current topic modeling evaluation metrics enough?" Mitigating the limitations of topic modeling evaluation metrics using a multi-perspective game theoretic approach

  2025cites this paper
• Privacy-preserving non-negative matrix factorization for decentralized-data using correlated noise

  2025cites this paper
• A Classified Branch–CapNet: A Multi-Modal Model with Classified Branches for the Capacity Prediction of Li–Ion Battery Cathodes

  2025cites this paper
• Physics-Informed Matrix Factorization Operator

  2025cites this paper
• Performance Comparison of Text Weighting Schemas on NMF-Based Topic Analysis

  2025cites this paper
• Elements discriminative non-negative matrix factorization for data clustering

  2025cites this paper
• Ambient air pollution and carcinogenic activity at three different urban locations.

  2025cites this paper
• Pairwisely constrained symmetric non-negative matrix factorization for link prediction in complex networks using degree-related clustering coefficient and improved closeness centrality

  2025cites this paper
• Topic modelling literary interviews from The Paris Review

  2024cites this paper
• The uniqueness of human vulnerability to brain aging in great ape evolution

  2024cites this paper
• Predictive Accuracy of Polytopic Vector Analysis in Environmental Forensics: Sensitivity to Seeding Methods, Random Noise, and Sample Size

  2024cites this paper
• Nonnegative matrix factorization with Wasserstein metric-based regularization for enhanced text embedding

  2024cites this paper
• A Single-Cell Clustering Algorithm Based on Structure Perturbation Non-Negative Matrix Factorization

  2024cites this paper
• Components of star formation in NGC 253: Non-negative matrix factorization analysis with the ALCHEMI integrated intensity images

  2024cites this paper
• Nonnegative matrix factorization for analyzing state dependent neuronal network dynamics in calcium recordings

  2024cites this paper
• Topological analysis of overlapping dynamic brain networks under naturalistic stimuli based on sparse non-negative matrix factorization algorithm

  2024cites this paper
• A metagene based similarity network fusion approach for multi-omics data integration identified novel subtypes in renal cell carcinoma

  2024cites this paper
• Analyzing the relationship between gas consumption and airborne pollutants: case study of Zagreb, Croatia

  2024cites this paper
• Transcriptome dynamics in developing leaves from C3 and C4 Flaveria species.

  2024cites this paper
• Non-Negative Matrix Factorization with Averaged Kurtosis and Manifold Constraints for Blind Hyperspectral Unmixing

  2024cites this paper
• CellPie: a scalable spatial transcriptomics factor discovery method via joint non-negative matrix factorization

  2024cites this paper
• NMFGOT: a multi-view learning framework for the microbiome and metabolome integrative analysis with optimal transport plan

  2024cites this paper
• Kernel Based Dual-Channel Attributed Graph Community Detection

  2024cites this paper
• Microbe–disease associations prediction by graph regularized non‐negative matrix factorization with L2,1 norm regularization terms

  2024influential citation
• Unsupervised pattern identification in spatial gene expression atlas reveals mouse brain regions beyond established ontology

  2024cites this paper
• Accelerated SVD-based initialization for nonnegative matrix factorization

  2024cites this paper
• Multimodal Molecular Imaging Reveals a Novel Membrane Component in Sporangia of the Rare Actinomycete Actinoplanes missouriensis

  2024cites this paper
• Investigating the feature extraction capabilities of non-negative matrix factorisation algorithms for black-and-white images

  2024cites this paper
• Wavelet-Based Sparse Non-Negative Matrix Factorization for Bioluminescent Imaging Unmixing

  2024cites this paper
• Increased trial-to-trial similarity and reduced temporal overlap of muscle synergy activation coefficients manifest during learning and with increasing movement proficiency

  2024cites this paper
• Kernel Bayesian logistic tensor decomposition with automatic rank determination for predicting multiple types of miRNA-disease associations

  2024cites this paper
• Uncovering human behavioral heterogeneity in urban mobility under the impacts of disruptive weather events

  2024cites this paper
• Direct detection of polycyclic aromatic hydrocarbons on a molecular composition level in summertime ambient aerosol via proton transfer reaction mass spectrometry

  2024cites this paper
• An exploratory Q-matrix estimation method based on sparse non-negative matrix factorization

  2024cites this paper
• Factorization-based Imputation of Expression in Single-cell Transcriptomic Analysis (FIESTA) recovers Gene-Cell-State relationships

  2024cites this paper
• A simple multi-constraint fusion based semi-supervised non-negative matrix decomposition for image clustering

  2024cites this paper
• Hybrid Ensemble Deep Graph Temporal Clustering for Spatiotemporal Data

  2024cites this paper
• Trend Analysis with Interpretability and Cold-Start Problems for Recommender Systems

  2024cites this paper
• GSVD-NMF: Recovering Missing Features in Non-negative Matrix Factorization

  2024cites this paper
• Graph-Regularized Non-Negative Matrix Factorization for Single-Cell Clustering in scRNA-Seq Data

  2024cites this paper
• Outranking-based approaches for multiple criteria partially ordered clustering: A review of existing algorithms, new proposals, and experimental comparison

  2024cites this paper
• Integrating multimodal Raman and photoluminescence microscopy with enhanced insights through multivariate analysis

  2024cites this paper
• Accelerated spike-triggered non-negative matrix factorization reveals coordinated ganglion cell subunit mosaics in the primate retina

  2024cites this paper
• From STEM-EDXS data to phase separation and quantification using physics-guided NMF

  2024cites this paper
• Minimum Volume Constraint with Perturbation for Non-negative Matrix Factorization

  2024cites this paper
• Deep self-reconstruction driven joint nonnegative matrix factorization model for identifying multiple genomic imaging associations in complex diseases

  2024cites this paper
• Selecting Pedal Load for Lower-Limb Rehabilitation Based on the Combination of Muscle Synergy and Fourier Series

  2024cites this paper
• Extreme Point Pursuit—Part II: Further Error Bound Analysis and Applications

  2024cites this paper
• Randomized Algorithms for Symmetric Nonnegative Matrix Factorization

  2024cites this paper
• Interpretable Anomaly Detection in the LHC Main Dipole Circuits With Nonnegative Matrix Factorization

  2024cites this paper
• Protein-structure-sensitive mid-infrared optoacoustic microscopy enables label-free assessment of drug therapy in myeloma cells

  2024cites this paper
• Pixel-associated autoencoder for hyperspectral anomaly detection

  2024cites this paper
• Robust asymmetric non-negative matrix factorization for clustering nodes in directed networks

  2024influential citation