Výsledky vyhledávání - block‐coordinate gradient descent algorithm
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A novel block‐coordinate gradient descent algorithm for simultaneous grouped selection of fixed and random effects in joint modeling
ISSN: 0277-6715, 1097-0258, 1097-0258Vydáno: Hoboken, USA John Wiley & Sons, Inc 15.10.2024Vydáno v Statistics in medicine (15.10.2024)“… In this article, we propose a novel block‐coordinate gradient descent (BCGD) algorithm to simultaneously select multiple longitudinal covariates that may carry…”
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Convergence of Gradient-Based Block Coordinate Descent Algorithms for Nonorthogonal Joint Approximate Diagonalization of Matrices
ISSN: 0895-4798, 1095-7162Vydáno: 01.01.2023Vydáno v SIAM journal on matrix analysis and applications (01.01.2023)Získat plný text
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Convergence of gradient-based block coordinate descent algorithms for non-orthogonal joint approximate diagonalization of matrices
ISSN: 0895-4798, 1095-7162Vydáno: Society for Industrial and Applied Mathematics 27.04.2023Vydáno v SIAM journal on matrix analysis and applications (27.04.2023)“…In this paper, we propose a gradient based block coordinate descent (BCD-G) framework to solve the joint approximate diagonalization of matrices defined on the product of the complex Stiefel manifold and the special linear group…”
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A Block Coordinate Descent-Based Projected Gradient Algorithm for Orthogonal Non-Negative Matrix Factorization
ISSN: 2227-7390, 2227-7390Vydáno: MDPI AG 01.03.2021Vydáno v Mathematics (Basel) (01.03.2021)“…), where one or both matrix factors must have orthonormal columns or rows. We penalize the orthonormality constraints and apply the PG method via a block coordinate descent approach…”
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Iteration complexity analysis of block coordinate descent methods
ISSN: 0025-5610, 1436-4646Vydáno: Berlin/Heidelberg Springer Berlin Heidelberg 01.05.2017Vydáno v Mathematical programming (01.05.2017)“…In this paper, we provide a unified iteration complexity analysis for a family of general block coordinate descent methods, covering popular methods such as the block coordinate gradient descent…”
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An Improved Adam Optimization Algorithm Combining Adaptive Coefficients and Composite Gradients Based on Randomized Block Coordinate Descent
ISSN: 1687-5265, 1687-5273, 1687-5273Vydáno: United States Hindawi 2023Vydáno v Computational intelligence and neuroscience (2023)“…An improved Adam optimization algorithm combining adaptive coefficients and composite gradients based on randomized block coordinate descent is proposed to address issues of the Adam algorithm…”
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Structured feature selection using coordinate descent optimization
ISSN: 1471-2105, 1471-2105Vydáno: London BioMed Central 08.04.2016Vydáno v BMC bioinformatics (08.04.2016)“… optimization problems so that the problem can be solved by any standard optimization algorithm…”
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Convergence of gradient-based block coordinate descent algorithms for non-orthogonal joint approximate diagonalization of matrices
ISSN: 2331-8422Vydáno: Ithaca Cornell University Library, arXiv.org 25.04.2023Vydáno v arXiv.org (25.04.2023)“…In this paper, we propose a gradient-based block coordinate descent (BCD-G) framework to solve the joint approximate diagonalization of matrices defined on the product of the complex Stiefel manifold and the special linear group…”
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A Local Block Coordinate Descent Algorithm for the CSC Model
ISSN: 1063-6919Vydáno: IEEE 01.06.2019Vydáno v Proceedings (IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Online) (01.06.2019)“… In this work we propose a new and simple approach that adopts a localized strategy, based on the Block Coordinate Descent algorithm…”
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A Block Coordinate Descent-based Projected Gradient Algorithm for Orthogonal Non-negative Matrix Factorization
ISSN: 2331-8422Vydáno: Ithaca Cornell University Library, arXiv.org 23.03.2020Vydáno v arXiv.org (23.03.2020)“…), where one or both matrix factors must have orthonormal columns or rows. We penalise the orthonormality constraints and apply the PG method via a block coordinate descent approach…”
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Robust Low-Rank Tensor Recovery With Regularized Redescending M-Estimator
ISSN: 2162-237X, 2162-2388, 2162-2388Vydáno: United States IEEE 01.09.2016Vydáno v IEEE transaction on neural networks and learning systems (01.09.2016)“…This paper addresses the robust low-rank tensor recovery problems. Tensor recovery aims at reconstructing a low-rank tensor from some linear measurements,…”
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Low-rank matrix factorization with nonconvex regularization and bilinear decomposition
ISSN: 0165-1684Vydáno: Elsevier B.V 01.12.2022Vydáno v Signal processing (01.12.2022)“…•A non-convex bilinear low-rank matrix factorization model is proposed.•A block coordinate descent based algorithm is derived with convergence conditions…”
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Online Learning for DNN Training: A Stochastic Block Adaptive Gradient Algorithm
ISSN: 1687-5265, 1687-5273, 1687-5273Vydáno: United States Hindawi 2022Vydáno v Computational intelligence and neuroscience (2022)“… In this algorithm, stochastic block coordinate descent and the adaptive learning rate are utilized at each iteration…”
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Direct Optimization of the Dictionary Learning Problem
ISSN: 1053-587X, 1941-0476Vydáno: New York, NY IEEE 01.11.2013Vydáno v IEEE transactions on signal processing (01.11.2013)“… The algorithm we advocate simply performs a joint proximal gradient descent step over the dictionary atoms and the coefficient matrix…”
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FedBCD: A Communication-Efficient Collaborative Learning Framework for Distributed Features
ISSN: 1053-587X, 1941-0476Vydáno: New York IEEE 2022Vydáno v IEEE transactions on signal processing (2022)“… over sharing such messages during learning. We propose a Federated Stochastic Block Coordinate Descent (FedBCD…”
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Distributed algorithms for computing a fixed point of multi-agent nonexpansive operators
ISSN: 0005-1098, 1873-2836Vydáno: Elsevier Ltd 01.12.2020Vydáno v Automatica (Oxford) (01.12.2020)“… To solve the problem, two algorithms are developed, called distributed Krasnosel’skiĭ–Mann (D-KM) and distributed block-coordinate…”
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Asynchronous incremental block-coordinate descent
Vydáno: IEEE 01.09.2014Vydáno v 2014 52nd Annual Allerton Conference on Communication, Control, and Computing (Allerton) (01.09.2014)“… In our algorithm, a coordinator updates a global iterate based on delayed partial gradients of the individual objective functions with respect to blocks of coordinates…”
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Stochastic Augmented Projected Gradient Methods for the Large-Scale Precoding Matrix Indicator Selection Problem
ISSN: 1536-1276, 1558-2248Vydáno: New York IEEE 01.11.2022Vydáno v IEEE transactions on wireless communications (01.11.2022)“… The discrete constraints in the formulations make the problem NP-hard. Then we propose a stochastic projected gradient method augmented by block coordinate descent under various strategies…”
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Inexact Block Coordinate Descent Algorithms for Nonsmooth Nonconvex Optimization
ISSN: 1053-587X, 1941-0476Vydáno: New York IEEE 2020Vydáno v IEEE transactions on signal processing (2020)“…In this paper, we propose an inexact block coordinate descent algorithm for large-scale nonsmooth nonconvex optimization problems…”
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A Block Coordinate Descent Method for Regularized Multiconvex Optimization with Applications to Nonnegative Tensor Factorization and Completion
ISSN: 1936-4954, 1936-4954Vydáno: Philadelphia Society for Industrial and Applied Mathematics 01.01.2013Vydáno v SIAM journal on imaging sciences (01.01.2013)“… We review some interesting applications and propose a generalized block coordinate descent method…”
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