A Comparative Analysis of Principal Component Analysis (PCA) and Singular Value Decomposition (SVD) as Dimensionality Reduction Techniques
Fuente:
arXiv
Guardado en:
| Autores principales: | Gyimadu, Michael, Bell, Gregory, D, Ph. |
|---|---|
| Formato: | Preprint |
| Publicado: |
2025
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
Tensor PCA from basis in tensor space
por: Turchetti, Claudio, et al.
Publicado: (2023)
por: Turchetti, Claudio, et al.
Publicado: (2023)
Structured 3D-SVD: A Practical Framework for the Compression and Reconstruction of Biological Volumetric Images
por: Lozano, Mario Aragonés, et al.
Publicado: (2026)
por: Lozano, Mario Aragonés, et al.
Publicado: (2026)
Identifying Memorization of Diffusion Models through $p$-Laplace Analysis: Estimators, Bounds and Applications
por: Brokman, Jonathan, et al.
Publicado: (2025)
por: Brokman, Jonathan, et al.
Publicado: (2025)
Spatial-Spectral Adaptive Fidelity and Noise Prior Reduction Guided Hyperspectral Image Denoising
por: Xie, Xuelin, et al.
Publicado: (2026)
por: Xie, Xuelin, et al.
Publicado: (2026)
A Proper Orthogonal Decomposition approach for parameters reduction of Single Shot Detector networks
por: Meneghetti, Laura, et al.
Publicado: (2022)
por: Meneghetti, Laura, et al.
Publicado: (2022)
QuadSync: Quadrifocal Tensor Synchronization via Tucker Decomposition
por: Miao, Daniel, et al.
Publicado: (2026)
por: Miao, Daniel, et al.
Publicado: (2026)
A New Cross-Space Total Variation Regularization Model for Color Image Restoration with Quaternion Blur Operator
por: Jia, Zhigang, et al.
Publicado: (2024)
por: Jia, Zhigang, et al.
Publicado: (2024)
Non-Negative Reduced Biquaternion Matrix Factorization with Applications in Color Face Recognition
por: Miao, Jifei, et al.
Publicado: (2024)
por: Miao, Jifei, et al.
Publicado: (2024)
Hyperspectral Band Selection based on Generalized 3DTV and Tensor CUR Decomposition
por: Henneberger, Katherine, et al.
Publicado: (2024)
por: Henneberger, Katherine, et al.
Publicado: (2024)
Application and Evaluation of the Common Circles Method
por: Quellmalz, Michael, et al.
Publicado: (2026)
por: Quellmalz, Michael, et al.
Publicado: (2026)
Neural Operator-Grounded Continuous Tensor Function Representation and Its Applications
por: Su, Ruoyang, et al.
Publicado: (2026)
por: Su, Ruoyang, et al.
Publicado: (2026)
Design, Implementation and Analysis of a Compressed Sensing Photoacoustic Projection Imaging System
por: Haltmeier, Markus, et al.
Publicado: (2024)
por: Haltmeier, Markus, et al.
Publicado: (2024)
AdaSVD: Adaptive Singular Value Decomposition for Large Language Models
por: Li, Zhiteng, et al.
Publicado: (2025)
por: Li, Zhiteng, et al.
Publicado: (2025)
A lightweight residual network for unsupervised deformable image registration
por: Siyal, Ahsan Raza, et al.
Publicado: (2024)
por: Siyal, Ahsan Raza, et al.
Publicado: (2024)
A multistep segmentation algorithm for vessel extraction in medical imaging
por: Aghazadeh, Nasser, et al.
Publicado: (2014)
por: Aghazadeh, Nasser, et al.
Publicado: (2014)
A fast and gridless ORKA algorithm for tracking moving and deforming objects
por: Bossmann, Florian, et al.
Publicado: (2024)
por: Bossmann, Florian, et al.
Publicado: (2024)
A Plug-and-Play Framework for Volumetric Light-Sheet Image Reconstruction
por: Gong, Yi, et al.
Publicado: (2025)
por: Gong, Yi, et al.
Publicado: (2025)
DeepTV: A neural network approach for total variation minimization
por: Langer, Andreas, et al.
Publicado: (2024)
por: Langer, Andreas, et al.
Publicado: (2024)
A machine learning approach for image classification in synthetic aperture RADAR
por: Gaburro, Romina, et al.
Publicado: (2025)
por: Gaburro, Romina, et al.
Publicado: (2025)
Adaptive Extrapolated Proximal Gradient Methods with Variance Reduction for Composite Nonconvex Finite-Sum Minimization
por: Yuan, Ganzhao
Publicado: (2025)
por: Yuan, Ganzhao
Publicado: (2025)
Multidimensional Task Learning: A Unified Tensor Framework for Computer Vision Tasks
por: Ichi, Alaa El, et al.
Publicado: (2026)
por: Ichi, Alaa El, et al.
Publicado: (2026)
A Stochastic Nonlinear Dynamical System for Smoothing Noisy Eye Gaze Data
por: Thieu, Thoa, et al.
Publicado: (2025)
por: Thieu, Thoa, et al.
Publicado: (2025)
DARE: A Deformable Adaptive Regularization Estimator for Learning-Based Medical Image Registration
por: Siyal, Ahsan Raza, et al.
Publicado: (2025)
por: Siyal, Ahsan Raza, et al.
Publicado: (2025)
MGARD: A multigrid framework for high-performance, error-controlled data compression and refactoring
por: Gong, Qian, et al.
Publicado: (2024)
por: Gong, Qian, et al.
Publicado: (2024)
T-MLA: A targeted multiscale log-exponential attack framework for neural image compression
por: Kalmykov, Nikolay I., et al.
Publicado: (2025)
por: Kalmykov, Nikolay I., et al.
Publicado: (2025)
A Warm-basis Method for Bridging Learning and Iteration: a Case Study in Fluorescence Molecular Tomography
por: Guo, Ruchi, et al.
Publicado: (2025)
por: Guo, Ruchi, et al.
Publicado: (2025)
A Variational Approach for Joint Image Recovery and Feature Extraction Based on Spatially-Varying Generalised Gaussian Models
por: Chouzenoux, Emilie, et al.
Publicado: (2022)
por: Chouzenoux, Emilie, et al.
Publicado: (2022)
Fast Trajectory-Independent Model-Based Reconstruction Algorithm for Multi-Dimensional Magnetic Particle Imaging
por: Gapyak, Vladyslav, et al.
Publicado: (2025)
por: Gapyak, Vladyslav, et al.
Publicado: (2025)
Generative Prior-Guided Neural Interface Reconstruction for 3D Electrical Impedance Tomography
por: Liu, Haibo, et al.
Publicado: (2025)
por: Liu, Haibo, et al.
Publicado: (2025)
Spatiotemporally adaptive compression for scientific dataset with feature preservation -- a case study on simulation data with extreme climate events analysis
por: Gong, Qian, et al.
Publicado: (2024)
por: Gong, Qian, et al.
Publicado: (2024)
HyDRA: Hybrid Denoising Regularization for Measurement-Only DEQ Training
por: Haltmeier, Markus, et al.
Publicado: (2026)
por: Haltmeier, Markus, et al.
Publicado: (2026)
Two Models for Surface Segmentation using the Total Variation of the Normal Vector
por: Weiß, Manuel, et al.
Publicado: (2024)
por: Weiß, Manuel, et al.
Publicado: (2024)
An Active Contour Model Driven By the Hybrid Signed Pressure Function
por: Zhao, Jing
Publicado: (2024)
por: Zhao, Jing
Publicado: (2024)
Bi-Band ECoGNet for ECoG Decoding on Classification Task
por: Ji, Changqing
Publicado: (2024)
por: Ji, Changqing
Publicado: (2024)
Data-Consistent Learning of Inverse Problems
por: Haltmeier, Markus, et al.
Publicado: (2026)
por: Haltmeier, Markus, et al.
Publicado: (2026)
Solving Minimal Problems Without Matrix Inversion Using FFT-Based Interpolation
por: Wu, Haidong, et al.
Publicado: (2026)
por: Wu, Haidong, et al.
Publicado: (2026)
Texture Edge detection by Patch consensus (TEP)
por: Cui, Guangyu, et al.
Publicado: (2024)
por: Cui, Guangyu, et al.
Publicado: (2024)
Convergence analysis of equilibrium methods for inverse problems
por: Obmann, Daniel, et al.
Publicado: (2023)
por: Obmann, Daniel, et al.
Publicado: (2023)
The use of the symmetric finite difference in the local binary pattern (symmetric LBP)
por: Sedaghatjoo, Zeinab, et al.
Publicado: (2024)
por: Sedaghatjoo, Zeinab, et al.
Publicado: (2024)
Accuracy Improvements for Convolutional and Differential Distance Function Approximations
por: Belyaev, Alexander, et al.
Publicado: (2024)
por: Belyaev, Alexander, et al.
Publicado: (2024)
Ejemplares similares
-
Tensor PCA from basis in tensor space
por: Turchetti, Claudio, et al.
Publicado: (2023) -
Structured 3D-SVD: A Practical Framework for the Compression and Reconstruction of Biological Volumetric Images
por: Lozano, Mario Aragonés, et al.
Publicado: (2026) -
Identifying Memorization of Diffusion Models through $p$-Laplace Analysis: Estimators, Bounds and Applications
por: Brokman, Jonathan, et al.
Publicado: (2025) -
Spatial-Spectral Adaptive Fidelity and Noise Prior Reduction Guided Hyperspectral Image Denoising
por: Xie, Xuelin, et al.
Publicado: (2026) -
A Proper Orthogonal Decomposition approach for parameters reduction of Single Shot Detector networks
por: Meneghetti, Laura, et al.
Publicado: (2022)