Search Results - "Difference of convex functions algorithm (DCA)"
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A new device-free localization method for RSS data with considering correlations
ISSN: 0140-3664, 1873-703XPublished: Elsevier B.V 01.11.2023Published in Computer communications (01.11.2023)“…Device-free localization (DFL) is an emerging intelligent sensing technique with challenging issues due to the highly correlated data. Localization performance…”
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Impulse Noise Image Restoration Using Nonconvex Variational Model and Difference of Convex Functions Algorithm
ISSN: 2168-2267, 2168-2275, 2168-2275Published: United States IEEE 01.04.2024Published in IEEE transactions on cybernetics (01.04.2024)“…In this article, the problem of impulse noise image restoration is investigated. A typical way to eliminate impulse noise is to use an <inline-formula>…”
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A Preconditioned Difference of Convex Algorithm for Truncated Quadratic Regularization with Application to Imaging
ISSN: 0885-7474, 1573-7691Published: New York Springer US 01.08.2021Published in Journal of scientific computing (01.08.2021)“…We consider the minimization problem with the truncated quadratic regularization, which is a nonsmooth and nonconvex problem. We cooperated the classical…”
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s-SMOOTH: Sparsity and Smoothness Enhanced EEG Brain Tomography
ISSN: 1662-453X, 1662-4548, 1662-453XPublished: Switzerland Frontiers Research Foundation 28.11.2016Published in Frontiers in neuroscience (28.11.2016)“…EEG source imaging enables us to reconstruct current density in the brain from the electrical measurements with excellent temporal resolution (~ ). The…”
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Difference of convex functions algorithms (DCA) for image restoration via a Markov random field model
ISSN: 1389-4420, 1573-2924Published: New York Springer US 01.12.2017Published in Optimization and engineering (01.12.2017)“…In this paper, we introduce a novel approach in the nonconvex optimization framework for image restoration via a Markov random field (MRF) model. While image…”
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Identifying optimal biomarker combinations for treatment selection via a robust kernel method
ISSN: 0006-341X, 1541-0420, 1541-0420Published: England International Biometric Society, etc. 01.12.2014Published in Biometrics (01.12.2014)“…Treatment‐selection markers predict an individual's response to different therapies, thus allowing for the selection of a therapy with the best predicted…”
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Outlier detection at the transcriptome-proteome interface
ISSN: 1367-4803, 1367-4811, 1367-4811, 1460-2059Published: England 01.08.2015Published in Bioinformatics (01.08.2015)“…Background: In high-throughput experimental biology, it is widely acknowledged that while expression levels measured at the levels of transcriptome and the…”
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Poisson image deblurring with frame-based nonconvex regularization
ISSN: 0307-904XPublished: Elsevier Inc 01.08.2024Published in Applied mathematical modelling (01.08.2024)“… and ℓ2, on the latent image. We solve the optimization problem by combining the difference of convex functions algorithm (DCA…”
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Robust outcome weighted learning for optimal individualized treatment rules
ISSN: 1054-3406, 1520-5711, 1520-5711Published: England Taylor & Francis 04.07.2019Published in Journal of biopharmaceutical statistics (04.07.2019)“…Personalized medicine has received increasing attentions among scientific communities in recent years. Because patients often have heterogenous responses to…”
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Low-rank matrix recovery with Ky Fan 2-k-norm
ISSN: 0925-5001, 1573-2916Published: New York Springer US 01.04.2022Published in Journal of global optimization (01.04.2022)“… A general difference of convex functions algorithm (DCA) is developed to solve these models…”
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The Boosted DC Algorithm for Linearly Constrained DC Programming
ISSN: 1877-0533, 1877-0541Published: Dordrecht Springer Netherlands 01.12.2022Published in Set-valued and variational analysis (01.12.2022)“…The Boosted Difference of Convex functions Algorithm (BDCA) has been recently introduced to accelerate the performance of the classical Difference of Convex functions Algorithm (DCA…”
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A guaranteed service model with continuous review (r,Q) policy
ISSN: 0254-5330, 1572-9338Published: New York Springer US 01.08.2025Published in Annals of operations research (01.08.2025)“… To solve this, we propose a hybrid approach that combines the Difference of Convex functions Algorithm (DCA…”
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Alternating direction method of multipliers with difference of convex functions
ISSN: 1019-7168, 1572-9044Published: New York Springer US 01.06.2018Published in Advances in computational mathematics (01.06.2018)“…), a direct application of ADMM often leads to difficult nonconvex subproblems. To address this issue, we propose to convexify the subproblems through a linearization technique as done in the difference of convex functions algorithm (DCA…”
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Using Positive Spanning Sets to Achieve d-Stationarity with the Boosted DC Algorithm
ISSN: 2305-221X, 2305-2228, 2305-2228Published: Singapore Springer Nature Singapore 01.06.2020Published in Vietnam journal of mathematics (01.06.2020)“…The Difference of Convex functions Algorithm (DCA) is widely used for minimizing the difference of two convex functions…”
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A LogTVSCAD Nonconvex Regularization Model for Image Deblurring in the Presence of Impulse Noise
ISSN: 1026-0226, 1607-887XPublished: New York Hindawi 2021Published in Discrete dynamics in nature and society (2021)“… A difference of convex functions algorithm (DCA) is proposed to solve the nonconvex model. For the model subproblem, we consider the alternating direction method of multipliers (ADMM…”
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Iterative Reweighted Minimization for Generalized Norm/Quasi-Norm Difference Regularized Unconstrained Nonlinear Programming
ISSN: 2169-3536, 2169-3536Published: Piscataway IEEE 2019Published in IEEE access (2019)“…In this paper, we study the minimization of l p-q (0 <; p ≤ 1, q ≥ 1, p=6q), the general difference of l p and l q norms/quasi-norms, as a nonconvex metric for…”
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On solving difference of convex functions programs with linear complementarity constraints
ISSN: 0926-6003, 1573-2894Published: New York Springer US 01.09.2023Published in Computational optimization and applications (01.09.2023)“… The difference of convex functions algorithm (DCA), an efficient approach in nonconvex programming framework, is then developed to solve the resulting problems…”
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A New DC Algorithm for Sparse Optimal Scoring Problem
ISSN: 2169-3536, 2169-3536Published: Piscataway IEEE 2020Published in IEEE access (2020)“…) with 10-norm regularization is considered in this paper. By using a new continuous nonconvex nonsmooth function to approximate 10-norm, we propose a novel difference of convex functions algorithm (DCA…”
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Dynamic Spectrum Management (DSM) Algorithms for Multi-User xDSL
ISSN: 2373-745XPublished: IEEE 01.01.2012Published in IEEE Communications surveys and tutorials (01.01.2012)“…), Successive Convex Approximation for Low complExity (SCALE), the Difference of Convex functions Algorithm (DCA…”
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DC programming approach for portfolio optimization under step increasing transaction costs
ISSN: 0233-1934, 1029-4945Published: Philadelphia Taylor & Francis Group 01.04.2009Published in Optimization (01.04.2009)“… Then we apply the difference of convex functions algorithm (DCA) to the resulting polyhedral DC program…”
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