Suchergebnisse - non-convex iterative reweighted least squares algorithm
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Non-convex regularized self-representation for unsupervised feature selection
ISSN: 0262-8856, 1872-8138Veröffentlicht: Elsevier B.V 01.04.2017Veröffentlicht in Image and vision computing (01.04.2017)“… In this paper, we propose a non-convex regularized self-representation (RSR) model where features can be represented by a linear combination of other features, and propose to impose L2,p-norm (0 ≤ p < 1 …”
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Learning Transition Operators From Sparse Space-Time Samples
ISSN: 0018-9448, 1557-9654Veröffentlicht: IEEE 01.09.2024Veröffentlicht in IEEE transactions on information theory (01.09.2024)“… We consider the nonlinear inverse problem of learning a transition operator A from partial observations at T different times, in the form of sparse …”
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An adaptive non-convex hybrid total variation regularization method for image reconstruction in electrical impedance tomography
ISSN: 0955-5986, 1873-6998Veröffentlicht: Elsevier Ltd 01.06.2021Veröffentlicht in Flow measurement and instrumentation (01.06.2021)“… The iterative reweighted least squares algorithm and the iterative alternating direction method of multipliers algorithm are developed to solve the ANHTV-based inverse model in the image reconstruction …”
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Coupled image restoration model with non-convex non-smooth ℓp wavelet frame and total variation regularisation
ISSN: 1751-9659, 1751-9667Veröffentlicht: The Institution of Engineering and Technology 01.11.2016Veröffentlicht in IET image processing (01.11.2016)“… ) and wavelet frame coefficients penalty terms imposed on non-convex non-smooth ℓp-norm (0<p<1). The highlighted contributions to this model …”
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A non-convex piecewise quadratic approximation of ℓ0 regularization: theory and accelerated algorithm
ISSN: 0925-5001, 1573-2916Veröffentlicht: New York Springer US 01.06.2023Veröffentlicht in Journal of global optimization (01.06.2023)“… Non-convex regularization has been recognized as an especially important approach in recent studies to promote sparsity …”
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Fast non-convex compressed sensing approach for diagnosis of defective array elements using planar near-field measurements
ISSN: 1751-8725, 1751-8733Veröffentlicht: The Institution of Engineering and Technology 11.09.2019Veröffentlicht in IET microwaves, antennas & propagation (11.09.2019)“… In order to overcome this limitation, in this study, a non-convex $\ell _p$ℓp ($0 \lt p \lt 1$0<p<1) norm minimisation utilising iteratively reweighted least squares algorithm for identification of impaired planar array elements is investigated …”
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An Iterative Support Shrinking Algorithm for Non-Lipschitz Optimization in Image Restoration
ISSN: 0924-9907, 1573-7683Veröffentlicht: New York Springer US 01.01.2019Veröffentlicht in Journal of mathematical imaging and vision (01.01.2019)“… A lower bound theory of the non-Lipschitz regularization is obtained, which inspires us to propose an algorithm guaranteeing the non-expansiveness of the images gradient support set …”
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Nonlinear residual minimization by iteratively reweighted least squares
ISSN: 0926-6003, 1573-2894Veröffentlicht: New York Springer US 01.07.2016Veröffentlicht in Computational optimization and applications (01.07.2016)“… . Due to the mild smoothness of the problem, especially for p → 1 , we develop and analyze a generalized version of iteratively reweighted least squares (IRLS …”
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Coupled image restoration model with non‐convex non‐smooth ℓ p wavelet frame and total variation regularisation
ISSN: 1751-9659, 1751-9667Veröffentlicht: 01.11.2016Veröffentlicht in IET image processing (01.11.2016)“… ) and wavelet frame coefficients penalty terms imposed on non‐convex non‐smooth ℓ p ‐norm (0< p <1). The highlighted contributions to this model …”
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A new piecewise quadratic approximation approach for L 0 norm minimization problem
ISSN: 1674-7283, 1869-1862Veröffentlicht: Heidelberg Springer Nature B.V 01.01.2019Veröffentlicht in Science China. Mathematics (01.01.2019)“… Then, we develop a piecewise quadratic approximation (PQA) model where the objective function is given by the summation of a smooth non-convex component and a non-smooth convex component. To solve the (PQA …”
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Coupled image restoration model with non-convex non-smooth [scriptl] sub()pwavelet frame and total variation regularisation
ISSN: 1751-9659, 1751-9667Veröffentlicht: 01.11.2016Veröffentlicht in IET image processing (01.11.2016)“… ) and wavelet frame coefficients penalty terms imposed on non-convex non-smooth [scriptl]p-norm (0<1). The highlighted contributions to this model …”
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Iterative reweighted least squares for matrix rank minimization
ISBN: 1424482151, 9781424482153Veröffentlicht: IEEE 01.09.2010Veröffentlicht in 2010 48th Annual Allerton Conference on Communication, Control, and Computing (01.09.2010)“… The Iterative Reweighted Least Squares (IRLSp) algorithm (0 <; p ≤ 1), has been proposed as a method to solve the ℓ p (p ≤ 1 …”
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A Reweighted Least Squares Approach to QAM Detector for Blind Equalization
ISSN: 1070-9908, 1558-2361Veröffentlicht: IEEE 01.04.2011Veröffentlicht in IEEE signal processing letters (01.04.2011)“… To find a local optimal solution of the problem, an iterative reweighted least squares based algorithm is proposed …”
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Smooth over-parameterized solvers for non-smooth structured optimization
ISSN: 0025-5610, 1436-4646Veröffentlicht: Berlin/Heidelberg Springer Berlin Heidelberg 01.09.2023Veröffentlicht in Mathematical programming (01.09.2023)“… In this work, we advocate and study a different route, which operates a non-convex but smooth over-parameterization of the underlying non-smooth optimization problems …”
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A reweighted least squares algorithm for detection of QAM signaling in MIMO channels
ISBN: 9781457705380, 1457705389ISSN: 1520-6149Veröffentlicht: IEEE 01.05.2011Veröffentlicht in 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.05.2011)“… This paper proposes a reweighted least squares algorithm for quadrature amplitude modulation (QAM …”
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Recovering Sparse Signals With a Certain Family of Nonconvex Penalties and DC Programming
ISSN: 1053-587X, 1941-0476Veröffentlicht: New York, NY IEEE 01.12.2009Veröffentlicht in IEEE transactions on signal processing (01.12.2009)“… Several algorithms have been proposed for solving the resulting nonconvex least-squares problem …”
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Conjugate gradient acceleration of iteratively re-weighted least squares methods
ISSN: 0926-6003, 1573-2894Veröffentlicht: New York Springer US 01.09.2016Veröffentlicht in Computational optimization and applications (01.09.2016)“… Iteratively re-weighted least squares (IRLS) is a method for solving minimization problems involving non-quadratic cost functions, perhaps non-convex and non …”
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Optimal approximation with exponential sums by a maximum likelihood modification of Prony’s method
ISSN: 1019-7168, 1572-9044Veröffentlicht: New York Springer US 01.06.2019Veröffentlicht in Advances in computational mathematics (01.06.2019)“… We survey the derivation of the corresponding non-convex minimization problem that needs to be solved and give its interpretation as a maximum likelihood method …”
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Nonlinear Residual Minimization by Iteratively Reweighted Least Squares
ISSN: 2331-8422Veröffentlicht: Ithaca Cornell University Library, arXiv.org 26.04.2015Veröffentlicht in arXiv.org (26.04.2015)“… \). Due to the mild smoothness of the problem, especially for \(p \to 1\), we develop and analyze a generalized version of Iteratively Reweighted Least Squares (IRLS …”
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Recovering sparse signals with a certain family of non-convex penalties and DC programming
ISSN: 1053-587XVeröffentlicht: Institute of Electrical and Electronics Engineers 2009Veröffentlicht in IEEE transactions on signal processing (2009)“… Several algorithms have been proposed for solving the resulting non-convex least-squares problem …”
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