Suchergebnisse - Proximal majorization-minimization algorithm
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A Proximal-Proximal Majorization-Minimization Algorithm for Nonconvex Rank Regression Problems
ISSN: 1053-587X, 1941-0476Veröffentlicht: New York IEEE 2023Veröffentlicht in IEEE transactions on signal processing (2023)“… In this paper, we introduce a proximal-proximal majorization-minimization (PPMM) algorithm for nonconvex rank regression problems …”
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Majorization-Minimization Bregman Proximal Gradient Algorithms for NMF with the Kullback–Leibler Divergence
ISSN: 0022-3239, 1573-2878Veröffentlicht: New York Springer Nature B.V 01.01.2026Veröffentlicht in Journal of optimization theory and applications (01.01.2026)“… In this paper, we propose new algorithms, called majorization-minimization Bregman proximal gradient algorithm (MMBPG …”
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An inexact proximal majorization-minimization algorithm for remote sensing image stripe noise removal
ISSN: 1017-1398, 1572-9265Veröffentlicht: New York Springer US 01.11.2024Veröffentlicht in Numerical algorithms (01.11.2024)“… , the difference of convex functions) structure to remove the strip noise. To solve this model, we make use of the DC structure and apply an inexact proximal majorization …”
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Majorization-Minimization Bregman Proximal Gradient Algorithms for NMF with the Kullback–Leibler Divergence: MMBPG for KL-NMF
ISSN: 0022-3239, 1573-2878Veröffentlicht: New York Springer US 26.09.2025Veröffentlicht in Journal of optimization theory and applications (26.09.2025)“… In this paper, we propose new algorithms, called majorization-minimization Bregman proximal gradient algorithm (MMBPG …”
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A proximal-proximal majorization-minimization algorithm for nonconvex tuning-free robust regression problems
ISSN: 2331-8422Veröffentlicht: Ithaca Cornell University Library, arXiv.org 25.06.2021Veröffentlicht in arXiv.org (25.06.2021)“… In this paper, we introduce a proximal-proximal majorization-minimization (PPMM) algorithm for nonconvex tuning-free robust regression problems …”
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An inexact proximal majorization-minimization Algorithm for remote sensing image stripe noise removal
ISSN: 2331-8422Veröffentlicht: Ithaca Cornell University Library, arXiv.org 17.08.2023Veröffentlicht in arXiv.org (17.08.2023)“… , the difference of convex functions) structure to remove the strip noise. To solve this model, we make use of the DC structure and apply an inexact proximal majorization …”
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Cognitive waveform design with desired spectrum-autocorrelation properties
ISSN: 0165-1684, 1872-7557Veröffentlicht: Elsevier B.V 01.09.2022Veröffentlicht in Signal processing (01.09.2022)“… •We propose a competitive majorization minimization proximal method of multipliers algorithm, which is efficiently implemented via the fast fourier transform and element-wise arithmetic …”
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A sparse semismooth Newton based proximal majorization-minimization algorithm for nonconvex square-root-loss regression problems
ISSN: 2331-8422Veröffentlicht: Ithaca Cornell University Library, arXiv.org 27.05.2020Veröffentlicht in arXiv.org (27.05.2020)“… In this paper, we consider high-dimensional nonconvex square-root-loss regression problems and introduce a proximal majorization-minimization (PMM …”
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Majorization-minimization Bregman proximal gradient algorithms for nonnegative matrix factorization with the Kullback--Leibler divergence
ISSN: 2331-8422Veröffentlicht: Ithaca Cornell University Library, arXiv.org 01.08.2024Veröffentlicht in arXiv.org (01.08.2024)“… In this paper, to solve NMF, we propose new algorithms, called majorization-minimization Bregman proximal gradient algorithm (MMBPG …”
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A proximal distance algorithm for likelihood-based sparse covariance estimation
ISSN: 0006-3444Veröffentlicht: England 01.12.2022Veröffentlicht in Biometrika (01.12.2022)“… These subproblems are generated and solved via the proximal distance version of the majorization-minimization principle …”
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Nonconvex truncated conditional value at risk-based sparse linear regression
ISSN: 0377-2217Veröffentlicht: Elsevier B.V 01.01.2026Veröffentlicht in European journal of operational research (01.01.2026)“… The solution equivalence between the proposed model and its approximation model is explored. To efficiently solve the approximation model, we develop a semismooth Newton-based proximal majorization-minimization algorithm …”
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Matrix completion with capped nuclear norm via majorized proximal minimization
ISSN: 0925-2312, 1872-8286Veröffentlicht: Elsevier B.V 17.11.2018Veröffentlicht in Neurocomputing (Amsterdam) (17.11.2018)“… ) approach, we develop a fast Majorized Proximal Minimization Impute (MPM-Impute) algorithm. At each iteration, the sub-problem is relaxed to a surrogate …”
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Fast and Robust Non-Rigid Registration Using Accelerated Majorization-Minimization
ISSN: 0162-8828, 1939-3539, 2160-9292, 1939-3539Veröffentlicht: United States IEEE 01.08.2023Veröffentlicht in IEEE transactions on pattern analysis and machine intelligence (01.08.2023)“… xlink:href="zhang-ieq1-3247603.gif"/> </inline-formula> type robust norm to measure the alignment error and regularize the smoothness of deformation, and use a proximal algorithm to solve the resulting non-smooth optimization problem …”
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A Unified Alternating Direction Method of Multipliers by Majorization Minimization
ISSN: 0162-8828, 1939-3539, 2160-9292, 1939-3539Veröffentlicht: United States IEEE 01.03.2018Veröffentlicht in IEEE transactions on pattern analysis and machine intelligence (01.03.2018)“… Inspired by the principle of majorization minimization, we respectively present the unified frameworks of Gauss-Seidel ADMMs and Jacobian ADMMs, which use different historical information for the current updating …”
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MM optimization: Proximal distance algorithms, path following, and trust regions
ISSN: 1091-6490, 1091-6490Veröffentlicht: United States 04.07.2023Veröffentlicht in Proceedings of the National Academy of Sciences - PNAS (04.07.2023)“… We briefly review the majorization-minimization (MM) principle and elaborate on the closely related notion of proximal distance algorithms, a generic approach for solving constrained optimization problems via quadratic penalties …”
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Large Covariance Matrix Estimation With Oracle Statistical Rate via Majorization-Minimization
ISSN: 1053-587X, 1941-0476Veröffentlicht: New York IEEE 2023Veröffentlicht in IEEE transactions on signal processing (2023)“… It is challenging to analyze the theoretical properties of the resulting estimator because popular iterative algorithms for convex optimization no longer have global convergence guarantees for non-convex …”
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Non-Coherent DOA Estimation via Proximal Gradient Based on a Dual-Array Structure
ISSN: 2169-3536, 2169-3536Veröffentlicht: Piscataway IEEE 2021Veröffentlicht in IEEE access (2021)“… It is then replaced by its convex surrogate alternative by applying the majorization-minimization technique and the proximal gradient method is employed to solve the surrogate problem …”
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Iterative Joint Image Demosaicking and Denoising Using a Residual Denoising Network
ISSN: 1057-7149, 1941-0042, 1941-0042Veröffentlicht: United States IEEE 01.08.2019Veröffentlicht in IEEE transactions on image processing (01.08.2019)“… Modern digital cameras rely on the sequential execution of separate image processing steps to produce realistic images. The first two steps are usually related …”
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The stochastic proximal distance algorithm
ISSN: 0960-3174, 1573-1375Veröffentlicht: New York Springer US 01.12.2024Veröffentlicht in Statistics and computing (01.12.2024)“… In this work, we propose and analyze a stochastic version of the recently proposed proximal distance algorithm, a class of iterative optimization methods that recover a desired constrained estimation …”
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Proximal Distance Algorithms for Sparse Portfolio Selections
ISSN: 2194-668X, 2194-6698Veröffentlicht: 10.06.2025Veröffentlicht in Journal of the Operations Research Society of China (Internet) (10.06.2025)Volltext
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