Výsledky vyhledávání - "Majorize-minimization algorithm"
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Robust Guided Image Filtering Using Nonconvex Potentials
ISSN: 0162-8828, 1939-3539, 2160-9292, 1939-3539Vydáno: United States IEEE 01.01.2018Vydáno v IEEE transactions on pattern analysis and machine intelligence (01.01.2018)“…Filtering images using a guidance signal, a process called guided or joint image filtering, has been used in various tasks in computer vision and computational…”
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Theoretical insights on the pre-image resolution in machine learning
ISSN: 0031-3203Vydáno: Elsevier Ltd 01.12.2024Vydáno v Pattern recognition (01.12.2024)“…While many nonlinear pattern recognition and data mining tasks rely on embedding the data into a latent space, one often needs to extract the patterns in the…”
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A Unified Algorithm for Penalized Convolution Smoothed Quantile Regression
ISSN: 1061-8600, 1537-2715Vydáno: Alexandria Taylor & Francis 02.04.2024Vydáno v Journal of computational and graphical statistics (02.04.2024)“…Penalized quantile regression (QR) is widely used for studying the relationship between a response variable and a set of predictors under data heterogeneity in…”
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Robust sparse Gaussian graphical modeling
ISSN: 0047-259X, 1095-7243Vydáno: Elsevier Inc 01.09.2017Vydáno v Journal of multivariate analysis (01.09.2017)“…Gaussian graphical modeling is popular as a means of exploring network structures, such as gene regulatory networks and social networks. An L1 penalized…”
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Overcomplete Dictionary Learning for Nonnegative Sparse Representation with an ℓp-Norm Constraint Based on Majorize-Minimization
ISSN: 2577-1655Vydáno: IEEE 01.10.2018Vydáno v Conference proceedings - IEEE International Conference on Systems, Man, and Cybernetics (01.10.2018)“…This paper is for addressing the nonnegative sparse representation problem, i.e. to represent a nonnegative matrix as an over complete nonnegative dictionary…”
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Konferenční příspěvek -
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A Survey on Surrogate Approaches to Non-negative Matrix Factorization
ISSN: 2305-221X, 2305-2228Vydáno: Singapore Springer Singapore 01.12.2018Vydáno v Vietnam journal of mathematics (01.12.2018)“…Motivated by applications in hyperspectral imaging, we investigate methods for approximating a high-dimensional non-negative matrix Y by a product of two…”
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