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Keyword

sparse component analysis

Description: A signal-processing method that separates mixed observations into components using sparsity assumptions, especially in underdetermined blind source separation.
OpenAlex ID: keywords/sparse-component-analysis
A Fast Approach for Overcomplete Sparse Decomposition Based on Smoothed $\ell ^{0}$ Norm
2008 · H. Mohimani, M. Babaie-Zadeh, et al. · IEEE Transactions on Signal Processing · 1,091
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Sparse Component Analysis and Blind Source Separation of Underdetermined Mixtures
2005 · P. Georgiev, F. Theis, et al. · IEEE Transactions on Neural Networks · 352
Hierarchical ALS Algorithms for Nonnegative Matrix and 3D Tensor Factorization
2007 · Andrzej Cichocki, Rafal Zdunek, et al. · Springer eBooks · 281
Real-Time Multiple Sound Source Localization and Counting Using a Circular Microphone Array
2013 · Despoina Pavlidi, Anthony Griffin, et al. · IEEE Transactions on Audio Speech and Language Processing · 254
A survey of Sparse Component Analysis for blind source separation: principles, perspectives, and new challenges
2006 · Rémi Gribonval, Sylvain Lesage · HAL (Le Centre pour la Communication Scientifique Directe) · 162
Output-only modal identification with limited sensors using sparse component analysis
2013 · Yongchao Yang, Satish Nagarajaiah · Journal of Sound and Vibration · 161
Audio Source Separation
2018 · Signals and communication technology · 120
A unified approach to sparse signal processing
2012 · Farokh Marvasti, Arash Amini, et al. · EURASIP Journal on Advances in Signal Processing · 116
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Fast Sparse Representation Based on Smoothed ℓ0 Norm
2007 · G. Hosein Mohimani, Massoud Babaie-Zadeh, et al. · Springer eBooks · 114
Clustering Number Determination for Sparse Component Analysis during Output-Only Modal Identification
2018 · Ting-Hua Yi, Xiao-Jun Yao, et al. · Journal of Engineering Mechanics · 108
An Iterative Bayesian Algorithm for Sparse Component Analysis in Presence of Noise
2009 · H. Zayyani, M. Babaie-Zadeh, et al. · IEEE Transactions on Signal Processing · 93
A Comprehensive Survey on Blind Source Separation for Wireless Adaptive Processing: Principles, Perspectives, Challenges and New Research Directions
2018 · Zhongqiang Luo, Chengjie Li, et al. · IEEE Access · 90
Sparse Component Analysis for Blind Source Separation With Less Sensors Than Sources
2003 · Yuanqing Li, Andrzej Cichocki, et al. · 83
Estimation of modal parameters using the sparse component analysis based underdetermined blind source separation
2013 · Kaiping Yu, Kai Yang, et al. · Mechanical Systems and Signal Processing · 80
Regularized Alternating Least Squares Algorithms for Non-negative Matrix/Tensor Factorization
2007 · Andrzej Cichocki, Rafal Zdunek · Lecture notes in computer science · 80
Blind spectral unmixing based on sparse component analysis for hyperspectral remote sensing imagery
2016 · Yanfei Zhong, Xinyu Wang, et al. · ISPRS Journal of Photogrammetry and Remote Sensing · 76
A three-dimensional geometric features-based SCA algorithm for compound faults diagnosis
2018 · Yansong Hao, Liuyang Song, et al. · Measurement · 73
K-hyperline clustering learning for sparse component analysis
2008 · Zhaoshui He, Andrzej Cichocki, et al. · Signal Processing · 72
Estimating the mixing matrix in Sparse Component Analysis (SCA) based on partial k-dimensional subspace clustering
2008 · Farid Movahedi Naini, G. Hosein Mohimani, et al. · Neurocomputing · 69
Enhanced sparse component analysis for operational modal identification of real-life bridge structures
2018 · Yan Xu, James M.W. Brownjohn, et al. · Mechanical Systems and Signal Processing · 57
Underdetermined blind modal identification of structures by earthquake and ambient vibration measurements via sparse component analysis
2015 · Fereidoun Amini, Yousef Hedayati · Journal of Sound and Vibration · 56
Blind source separation and sparse component analysis of overcomplete mixtures
2004 · F. Georgiev, F. Theis, et al. · IEEE International Conference on Acoustics Speech and Signal Processing · 56
Tensor Decompositions: A New Concept in Brain Data Analysis?
2013 · Cichocki, Andrzej · arXiv (Cornell University) · 55
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Blind spatial unmixing of multispectral images: New methods combining sparse component analysis, clustering and non-negativity constraints
2012 · Moussa Sofiane Karoui, Yannick Deville, et al. · Pattern Recognition · 50
Real-time cable tension estimation from acceleration measurements using wireless sensors with packet data losses: analytics with compressive sensing and sparse component analysis
2021 · Debasish Jana, Satish Nagarajaiah, et al. · Journal of Civil Structural Health Monitoring · 48
Works count: 412
Citation count: 5,758
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