Archibald, Richard; Tran, Hoang A dictionary learning algorithm for compression and reconstruction of streaming data in preset order. (English) Zbl 1524.68330 Discrete Contin. Dyn. Syst., Ser. S 15, No. 4, 655-668 (2022). MSC: 68T09 15A23 68P30 68T05 68W27 94A16 PDFBibTeX XMLCite \textit{R. Archibald} and \textit{H. Tran}, Discrete Contin. Dyn. Syst., Ser. S 15, No. 4, 655--668 (2022; Zbl 1524.68330) Full Text: DOI
Newman, Elizabeth; Kilmer, Misha E. Nonnegative tensor patch dictionary approaches for image compression and deblurring applications. (English) Zbl 1456.65028 SIAM J. Imaging Sci. 13, No. 3, 1084-1112 (2020). MSC: 65F22 65D18 15A69 65F55 94A08 PDFBibTeX XMLCite \textit{E. Newman} and \textit{M. E. Kilmer}, SIAM J. Imaging Sci. 13, No. 3, 1084--1112 (2020; Zbl 1456.65028) Full Text: DOI arXiv
Wan, Wei; Guo, Weihong; Liu, Jun; Huang, Haiyang Non-local blind hyperspectral image super-resolution via 4D sparse tensor factorization and low-rank. (English) Zbl 1448.68450 Inverse Probl. Imaging 14, No. 2, 339-361 (2020). MSC: 68U10 15A69 94A08 PDFBibTeX XMLCite \textit{W. Wan} et al., Inverse Probl. Imaging 14, No. 2, 339--361 (2020; Zbl 1448.68450) Full Text: DOI
Schnass, Karin; Teixeira, Flavio Compressed dictionary learning. (English) Zbl 1433.68378 J. Fourier Anal. Appl. 26, No. 2, Paper No. 33, 37 p. (2020). MSC: 68T05 15A23 60B20 65T50 65Y20 68Q25 94A12 PDFBibTeX XMLCite \textit{K. Schnass} and \textit{F. Teixeira}, J. Fourier Anal. Appl. 26, No. 2, Paper No. 33, 37 p. (2020; Zbl 1433.68378) Full Text: DOI arXiv
Cohen, Jeremy E.; Gillis, Nicolas Identifiability of complete dictionary learning. (English) Zbl 1513.68045 SIAM J. Math. Data Sci. 1, No. 3, 518-536 (2019). MSC: 68T05 15A23 62H25 PDFBibTeX XMLCite \textit{J. E. Cohen} and \textit{N. Gillis}, SIAM J. Math. Data Sci. 1, No. 3, 518--536 (2019; Zbl 1513.68045) Full Text: DOI arXiv
Schwab, Evan; Haeffele, Benjamin D.; Vidal, René; Charon, Nicolas Global optimality in separable dictionary learning with applications to the analysis of diffusion MRI. (English) Zbl 1455.94034 SIAM J. Imaging Sci. 12, No. 4, 1967-2008 (2019). MSC: 94A08 15A69 15A23 68T45 94A12 PDFBibTeX XMLCite \textit{E. Schwab} et al., SIAM J. Imaging Sci. 12, No. 4, 1967--2008 (2019; Zbl 1455.94034) Full Text: DOI arXiv
Sheriff, Mohammed Rayyan; Chatterjee, Debasish Optimal dictionary for least squares representation. (English) Zbl 1442.15007 J. Mach. Learn. Res. 18(2017-2018), Paper No. 107, 28 p. (2017). MSC: 15A12 49N05 46N10 68T05 PDFBibTeX XMLCite \textit{M. R. Sheriff} and \textit{D. Chatterjee}, J. Mach. Learn. Res. 18, Paper No. 107, 28 p. (2017; Zbl 1442.15007) Full Text: arXiv Link
Cherian, Anoop; Sra, Suvrit Positive definite matrices: data representation and applications to computer vision. (English) Zbl 1355.65031 Minh, Hà Quang (ed.) et al., Algorithmic advances in Riemannian geometry and applications. For machine learning, computer vision, statistics, and optimization. Cham: Springer (ISBN 978-3-319-45025-4/hbk; 978-3-319-45026-1/ebook). Advances in Computer Vision and Pattern Recognition, 93-114 (2016). MSC: 65D18 68U05 68T05 15B48 PDFBibTeX XMLCite \textit{A. Cherian} and \textit{S. Sra}, in: Algorithmic advances in Riemannian geometry and applications. For machine learning, computer vision, statistics, and optimization. Cham: Springer. 93--114 (2016; Zbl 1355.65031) Full Text: DOI
Soltani, Sara; Kilmer, Misha E.; Hansen, Per Christian A tensor-based dictionary learning approach to tomographic image reconstruction. (English) Zbl 1355.65036 BIT 56, No. 4, 1425-1454 (2016). MSC: 65D18 65F22 94A08 15A69 15A23 68T05 90C25 65K05 PDFBibTeX XMLCite \textit{S. Soltani} et al., BIT 56, No. 4, 1425--1454 (2016; Zbl 1355.65036) Full Text: DOI arXiv
Schnass, Karin On the identifiability of overcomplete dictionaries via the minimisation principle underlying K-SVD. (English) Zbl 1297.94018 Appl. Comput. Harmon. Anal. 37, No. 3, 464-491 (2014). MSC: 94A20 15A23 68T05 94A29 PDFBibTeX XMLCite \textit{K. Schnass}, Appl. Comput. Harmon. Anal. 37, No. 3, 464--491 (2014; Zbl 1297.94018) Full Text: DOI arXiv
Bruckstein, Alfred M.; Donoho, David L.; Elad, Michael From sparse solutions of systems of equations to sparse modeling of signals and images. (English) Zbl 1178.68619 SIAM Rev. 51, No. 1, 34-81 (2009). MSC: 68U10 94A08 15A29 15A06 90C25 PDFBibTeX XMLCite \textit{A. M. Bruckstein} et al., SIAM Rev. 51, No. 1, 34--81 (2009; Zbl 1178.68619) Full Text: DOI Link
Tropp, Joel A. On the conditioning of random subdictionaries. (English) Zbl 1143.15026 Appl. Comput. Harmon. Anal. 25, No. 1, 1-24 (2008). MSC: 15B52 90C25 60B11 15A06 PDFBibTeX XMLCite \textit{J. A. Tropp}, Appl. Comput. Harmon. Anal. 25, No. 1, 1--24 (2008; Zbl 1143.15026) Full Text: DOI