Výsledky vyhľadávania - Mini-batch gradient descent optimization algorithm
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Prediction of students’ academic performance using ANN with mini-batch gradient descent and Levenberg-Marquardt optimization algorithms
ISSN: 1742-6588, 1742-6596Vydavateľské údaje: IOP Publishing 01.11.2021Vydané v Journal of physics. Conference series (01.11.2021)“… In this paper, we use artificial neural networks (ANN) to predict this performance. ANNs with two optimization algorithms, mini-batch gradient descent and Levenberg-Marquardt, are implemented on students…”
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Research on high-precision measuring technology of gear grinder based on the consideration of machine tool thermal error and probe pre-travel error
ISSN: 0268-3768, 1433-3015Vydavateľské údaje: London Springer London 01.12.2024Vydané v International journal of advanced manufacturing technology (01.12.2024)“…) based on involute property and L300G involute gear measuring principle. Mini-batch gradient descent optimization algorithm (MGDOA…”
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Statistical Analysis of Fixed Mini-Batch Gradient Descent Estimator
ISSN: 1061-8600, 1537-2715Vydavateľské údaje: Alexandria Taylor & Francis 02.10.2023Vydané v Journal of computational and graphical statistics (02.10.2023)“…We study here a fixed mini-batch gradient descent (FMGD) algorithm to solve optimization problems with massive datasets…”
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Efficient mini-batch stochastic gradient descent with Centroidal Voronoi Tessellation for PDE-constrained optimization under uncertainty
ISSN: 0167-2789Vydavateľské údaje: Elsevier B.V 01.11.2024Vydané v Physica. D (01.11.2024)“… This strategy reduces the error in gradient estimation compared to the conventional mini-batch stochastic gradient descent method…”
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Mini-batch sample selection strategies for deep learning based speech recognition
ISSN: 0003-682X, 1872-910XVydavateľské údaje: Elsevier Ltd 01.01.2021Vydané v Applied acoustics (01.01.2021)“…•Deep learning based speech recognition is studied.•4 sample selection strategies are proposed for mini-batch gradient descent…”
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Congestion avoidance in 6G networks with V Gradient Geocast Routing Protocol
ISSN: 2045-2322, 2045-2322Vydavateľské údaje: London Nature Publishing Group UK 02.01.2025Vydané v Scientific reports (02.01.2025)“…This is a moment of heavy necessity for a dependable internet connection in the modern world, which is used to engage in business dealings, communicate with…”
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A Mini‐Batch Stochastic Optimization‐Based Adaptive Localization Scheme and Its Implementation in NLS‐i4DVar
ISSN: 2333-5084, 2333-5084Vydavateľské údaje: Hoboken John Wiley & Sons, Inc 01.08.2022Vydané v Earth and space science (Hoboken, N.J.) (01.08.2022)“…This paper proposes a mini‐batch stochastic optimization‐based adaptive localization scheme for computing the “optimal…”
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Optimization Methods For Large-Scale Machine Learning
ISSN: 2576-8964Vydavateľské údaje: IEEE 17.12.2021Vydané v International Computer Conference on Wavelet Active Media Technology and Information Processing (ICCWAMTIP) (Online) (17.12.2021)“… Based on the established logistic regression model, the performance and characteristics of three numerical optimization algorithms-random gradient descent, Mini…”
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Online GMM Clustering and Mini-Batch Gradient Descent Based Optimization for Industrial IoT 4.0
ISSN: 1551-3203, 1941-0050Vydavateľské údaje: Piscataway IEEE 01.02.2020Vydané v IEEE transactions on industrial informatics (01.02.2020)“…The future fifth-generation (5G) networks are expected to support a huge number of connected devices with various and multitude services having different…”
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Mini-Batch Semi-Stochastic Gradient Descent in the Proximal Setting
ISSN: 1932-4553, 1941-0484Vydavateľské údaje: New York IEEE 01.03.2016Vydané v IEEE journal of selected topics in signal processing (01.03.2016)“…We propose mS2GD: a method incorporating a mini-batching scheme for improving the theoretical complexity and practical performance of semi-stochastic gradient descent (S2GD…”
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Predicting Temperature of Molten Steel in LF-Refining Process Using IF–ZCA–DNN Model
ISSN: 1073-5615, 1543-1916Vydavateľské údaje: New York Springer US 01.06.2023Vydané v Metallurgical and materials transactions. B, Process metallurgy and materials processing science (01.06.2023)“…Controlling the temperature of molten steel in ladle furnace (LF)-refining process is one of the main tasks to ensure that the steelmaking-continuous casting…”
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Low-Complexity Inverse Matrix Mini-Batch Gradient Descent for MIMO Equalization and Precoding
ISSN: 0090-6778, 1558-0857Vydavateľské údaje: IEEE 2025Vydané v IEEE transactions on communications (2025)“…) matrix computation increase exponentially. This paper proposes an inverse matrix minibatch gradient descent (IM-MBGD…”
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Carbon Emission Forecasting Study Based on Influence Factor Mining and Mini-Batch Stochastic Gradient Optimization
ISSN: 1996-1073, 1996-1073Vydavateľské údaje: Basel MDPI AG 01.01.2024Vydané v Energies (Basel) (01.01.2024)“…With the increasing prominence of the global carbon emission problem, the accurate prediction of carbon emissions has become an increasingly urgent need…”
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A mini-batch stochastic conjugate gradient algorithm with variance reduction
ISSN: 0925-5001, 1573-2916Vydavateľské údaje: New York Springer US 01.11.2023Vydané v Journal of global optimization (01.11.2023)“…Stochastic gradient descent method is popular for large scale optimization but has slow convergence asymptotically due to the inherent variance…”
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Mini-batch stochastic approximation methods for nonconvex stochastic composite optimization
ISSN: 0025-5610, 1436-4646Vydavateľské údaje: Berlin/Heidelberg Springer Berlin Heidelberg 01.01.2016Vydané v Mathematical programming (01.01.2016)“…) algorithm, in which proper mini-batch of samples are taken at each iteration depending on the total budget of stochastic samples allowed…”
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Random Barzilai–Borwein step size for mini-batch algorithms
ISSN: 0952-1976, 1873-6769Vydavateľské údaje: Elsevier Ltd 01.06.2018Vydané v Engineering applications of artificial intelligence (01.06.2018)“… (mini-batch semi-stochastic gradient descent (mS2GD) method), which leads to a new algorithm…”
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Mini-batch algorithms with online step size
ISSN: 0950-7051, 1872-7409Vydavateľské údaje: Amsterdam Elsevier B.V 01.02.2019Vydané v Knowledge-based systems (01.02.2019)“…Mini-batch algorithms have been proposed as a way to speed-up stochastic optimization methods and good results for mini-batch algorithms have been reported previously…”
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Grounding grid corrosion detection based on mini-batch gradient descent and greedy method
ISSN: 2158-3226, 2158-3226Vydavateľské údaje: Melville American Institute of Physics 01.06.2021Vydané v AIP advances (01.06.2021)“…To ensure the speed, recall, and precision of the algorithm to solve the algorithm’s measurement failure due to the problem of high underdetermination…”
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Proximal recursive generalized hyper-gradient descent method
ISSN: 1568-4946Vydavateľské údaje: Elsevier B.V 01.05.2025Vydané v Applied soft computing (01.05.2025)“… How to determine the step size for solving composite optimization problems can be a challenge. To address this gap, we propose a recursive gradient descent algorithm using…”
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A mini-batch algorithm for large-scale learning problems with adaptive step size
ISSN: 1051-2004, 1095-4333Vydavateľské údaje: Elsevier Inc 01.11.2023Vydané v Digital signal processing (01.11.2023)“… We propose two stochastic optimization methods based on the competitive Barzilai-Borwein (BB) step size in both the inner and outer loops of the mini-batch semi-stochastic gradient descent…”
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