Výsledky vyhledávání - DCA (DC Algorithms) Programming
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Alternating DC algorithm for partial DC programming problems
ISSN: 0925-5001, 1573-2916Vydáno: New York Springer US 01.04.2022Vydáno v Journal of global optimization (01.04.2022)“…DC (Difference of Convex functions) programming and DCA (DC Algorithm) play a key role in nonconvex programming framework…”
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Enhanced proximal DC algorithms with extrapolation for a class of structured nonsmooth DC minimization
ISSN: 0025-5610, 1436-4646Vydáno: Berlin/Heidelberg Springer Berlin Heidelberg 01.07.2019Vydáno v Mathematical programming (01.07.2019)“… We first propose an inexact enhanced DC algorithm for solving this problem in which the second convex component is the supremum of finitely many convex smooth functions, and show that every…”
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Combining DC Algorithms (DCAs) and Decomposition Techniques for the Training of Nonpositive-Semidefinite Kernels
ISSN: 1045-9227, 1941-0093, 1941-0093Vydáno: New York, NY IEEE 01.11.2008Vydáno v IEEE transactions on neural networks (01.11.2008)“… The new approach needs no problem modification and we show that the only use of a truncated DC algorithms (DCAs…”
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Solving a continuous multifacility location problem by DC algorithms
ISSN: 1055-6788, 1029-4937Vydáno: Abingdon Taylor & Francis 02.01.2022Vydáno v Optimization methods & software (02.01.2022)“…The paper presents a new approach to solve multifacility location problems, which is based on mixed integer programming and algorithms for minimizing differences of convex (DC) functions…”
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Online Stochastic DCA With Applications to Principal Component Analysis
ISSN: 2162-237X, 2162-2388, 2162-2388Vydáno: United States IEEE 01.05.2024Vydáno v IEEE transaction on neural networks and learning systems (01.05.2024)“… We propose new online stochastic algorithms based on the state-of-the-art DC Algorithm (DCA)-a powerful approach in nonconvex programming framework, in the online context of streaming data continuously generated…”
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The DC (Difference of Convex Functions) Programming and DCA Revisited with DC Models of Real World Nonconvex Optimization Problems
ISSN: 0254-5330, 1572-9338Vydáno: New York Springer Nature B.V 01.01.2005Vydáno v Annals of operations research (01.01.2005)“…The DC programming and its DC algorithm (DCA) address the problem of minimizing a function f=g-h…”
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DC formulations and algorithms for sparse optimization problems
ISSN: 0025-5610, 1436-4646Vydáno: Berlin/Heidelberg Springer Berlin Heidelberg 01.05.2018Vydáno v Mathematical programming (01.05.2018)“… problems which often appear in practice. A DC Algorithm (DCA) is presented, where the dual step at each iteration can be efficiently carried out due to the accessible subgradient of the largest- k norm…”
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The Boosted DC Algorithm for Linearly Constrained DC Programming
ISSN: 1877-0533, 1877-0541Vydáno: Dordrecht Springer Netherlands 01.12.2022Vydáno v 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 refined inertial DC algorithm for DC programming
ISSN: 1389-4420, 1573-2924Vydáno: New York Springer US 01.03.2023Vydáno v Optimization and engineering (01.03.2023)“… The classical DC Algorithm (DCA) is well-known for solving this kind of problems, which generally returns a critical point…”
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Unified SVM algorithm based on LS-DC loss
ISSN: 0885-6125, 1573-0565Vydáno: New York Springer US 01.08.2023Vydáno v Machine learning (01.08.2023)“… Based on the difference of convex algorithm (DCA), we then propose a unified algorithm called UniSVM…”
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Accelerating the DC algorithm for smooth functions
ISSN: 0025-5610, 1436-4646Vydáno: Berlin/Heidelberg Springer Berlin Heidelberg 01.05.2018Vydáno v Mathematical programming (01.05.2018)“…We introduce two new algorithms to minimise smooth difference of convex (DC) functions that accelerate the convergence of the classical DC algorithm (DCA…”
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DC programming and DCA: thirty years of developments
ISSN: 0025-5610, 1436-4646Vydáno: Berlin/Heidelberg Springer Berlin Heidelberg 01.05.2018Vydáno v Mathematical programming (01.05.2018)“…The year 2015 marks the 30th birthday of DC (Difference of Convex functions) programming and DCA (DC Algorithms…”
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On the Linear Convergence to Weak/Standard d-Stationary Points of DCA-Based Algorithms for Structured Nonsmooth DC Programming
ISSN: 0022-3239, 1573-2878Vydáno: New York Springer US 01.04.2021Vydáno v Journal of optimization theory and applications (01.04.2021)“… Our focus is on algorithms that compute a (weak or standard) d(irectional)-stationary point as advocated in a recent work of Pang et al. (Math Oper Res 42:95–118, 2017…”
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Open issues and recent advances in DC programming and DCA
ISSN: 0925-5001, 1573-2916Vydáno: New York Springer US 01.03.2024Vydáno v Journal of global optimization (01.03.2024)“…DC (difference of convex functions) programming and DC algorithm (DCA) are powerful tools for nonsmooth nonconvex optimization…”
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DC programming and DCA for supply chain and production management: state-of-the-art models and methods
ISSN: 0020-7543, 1366-588XVydáno: London Taylor & Francis 17.10.2020Vydáno v International journal of production research (17.10.2020)“…). In this paper, we provide a survey on DC (Difference of Convex function) programming and DCA (DC Algorithm), a state-of-the-art optimisation approach for challenging problems in SCPM…”
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Combining DCA (DC Algorithms) and interior point techniques for large-scale nonconvex quadratic programming
ISSN: 1055-6788, 1029-4937Vydáno: Taylor & Francis 01.08.2008Vydáno v Optimization methods & software (01.08.2008)“…In this paper, we provide a new regularization technique based on DC programming and DC Algorithms to handle indefinite Hessians in a primal-dual interior point context for nonconvex quadratic programming problems…”
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A boosted DC algorithm for non-differentiable DC components with non-monotone line search
ISSN: 0926-6003, 1573-2894Vydáno: New York Springer US 01.07.2024Vydáno v Computational optimization and applications (01.07.2024)“…). Supposing the first DC component differentiable and the second one possibly non-differentiable, the main idea of BDCA is to use the point computed by the subproblem of the DC algorithm (DCA…”
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An efficient combined DCA and B&B using DC/SDP relaxation for globally solving binary quadratic programs
ISSN: 0925-5001, 1573-2916Vydáno: Boston Springer US 01.12.2010Vydáno v Journal of global optimization (01.12.2010)“…) programming and DC algorithms (DCA) to Binary quadratic programs (BQP) which play a key role in combinatorial optimization…”
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Properties of two DC algorithms in quadratic programming
ISSN: 0925-5001, 1573-2916Vydáno: Boston Springer US 01.03.2011Vydáno v Journal of global optimization (01.03.2011)“…Some new properties of the Projection DC decomposition algorithm (we call it Algorithm…”
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A non-convex algorithm framework based on DC programming and DCA for matrix completion
ISSN: 1017-1398, 1572-9265Vydáno: Boston Springer US 01.04.2015Vydáno v Numerical algorithms (01.04.2015)“… In this paper, we propose a unified framework based on Difference of Convex functions (DC) programming and DC Algorithms (DCA…”
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