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Journal of Machine Learning Research, ISSN 1532-4435, 11/2011, Volume 12, pp. 3371 - 3412
Journal Article
Pattern Recognition, ISSN 0031-3203, 03/2017, Volume 63, pp. 268 - 278
We propose a novel formulation to find representatives in data samples via learning with structured sparsity. To find representatives with both diversity and... 
Representative selection | Structured sparsity | Diversity | ALGORITHM | SCENE | PROTOTYPE SELECTION | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Analysis | Algorithms
Journal Article
International Journal of Computer Vision, ISSN 0920-5691, 8/2018, Volume 126, Issue 8, pp. 797 - 821
Journal Article
Signal Processing, ISSN 0165-1684, 07/2018, Volume 148, pp. 20 - 30
In case of high dimensionality, a class of data clustering methods has been proposed as a solution that includes suitable subspace search to find inherent... 
Structured sparsity | Sparse representations | Deep sparse structures | Clustering | REPRESENTATIONS | OUTPUT | EFFICIENT ALGORITHM | K-SVD | NOISE | MODEL | IDENTIFICATION | ENGINEERING, ELECTRICAL & ELECTRONIC | IMAGE | DICTIONARY | GENERAL FRAMEWORK | Signal processing | Analysis | Machine learning
Journal Article
2013 IEEE International Conference on Computer Vision, ISSN 1550-5499, 12/2013, pp. 3376 - 3383
We study the problem of online subspace learning in the context of sequential observations involving structured perturbations. In online subspace learning, the... 
Online subspace learning | Structured sparsity | online background subtraction | online multiple face tracking | Estimation | Lighting | Manifold optimization | Vectors | Robustness | Face | Optimization | Principal component analysis | Learning | Computer vision | Distance learning | Algorithms | Perturbation methods | Noise | Mathematical models | Subspaces | Online
Conference Proceeding
IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP), ISSN 2329-9290, 03/2014, Volume 22, Issue 3, pp. 620 - 633
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 09/2015, Volume 63, Issue 18, pp. 4894 - 4902
Journal Article
by Zhou, GY and Lu, ZW and Peng, YX
NEUROCOMPUTING, ISSN 0925-2312, 11/2013, Volume 120, pp. 441 - 452
As a powerful model to represent the data, graph has been widely applied to many machine learning tasks. More notably, to address the problems associated with... 
REGRESSION | Structured sparsity | DIMENSIONALITY REDUCTION | Graph construction | L-1-graph | LASSO | REPRESENTATION | Sparse representation | Spectral clustering | SELECTION | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
IEEE Transactions on Geoscience and Remote Sensing, ISSN 0196-2892, 12/2016, Volume 54, Issue 12, pp. 7223 - 7235
Journal Article
Neurocomputing, ISSN 0925-2312, 11/2013, Volume 120, pp. 441 - 452
As a powerful model to represent the data, graph has been widely applied to many machine learning tasks. More notably, to address the problems associated with... 
Sparse representation | Structured sparsity | Spectral clustering | Graph construction | L1-graph | graph | Construction | Tasks | Machine learning | Graphs | Spectra | Representations | Computational efficiency | Construction costs
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 06/2014, Volume 62, Issue 11, pp. 2803 - 2813
Journal Article
IEEE Signal Processing Letters, ISSN 1070-9908, 02/2018, Volume 25, Issue 2, pp. 288 - 292
Journal Article
Pattern Recognition, ISSN 0031-3203, 04/2019, Volume 88, pp. 370 - 382
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 05/2012, Volume 13, pp. 1435 - 1468
Journal Article
Optics Express, ISSN 1094-4087, 07/2018, Volume 26, Issue 14, pp. 18238 - 18269
For more than a century, the wavelength of light was considered to be a fundamental limit on the spatial resolution of optical imaging. Particularly in light... 
STRUCTURED ILLUMINATION | RECOVERY | COGNITIVE RADIOS | INCOHERENT-LIGHT | FLUORESCENCE MICROSCOPY | PHASE-RETRIEVAL | RECONSTRUCTION | FLUCTUATION IMAGING SOFI | RESOLUTION LIMIT | OPTICS | OPTICAL NANOSCOPY
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 05/2013, Volume 61, Issue 10, pp. 2498 - 2511
Journal Article
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