Search Results - 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, 1742-6596Published: IOP Publishing 01.11.2021Published in 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, 1433-3015Published: London Springer London 01.12.2024Published in 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, 1537-2715Published: Alexandria Taylor & Francis 02.10.2023Published in 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: 0167-2789Published: Elsevier B.V 01.11.2024Published in 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, 1872-910XPublished: Elsevier Ltd 01.01.2021Published in 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, 2045-2322Published: London Nature Publishing Group UK 02.01.2025Published in 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, 2333-5084Published: Hoboken John Wiley & Sons, Inc 01.08.2022Published in 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: 2576-8964Published: IEEE 17.12.2021Published in 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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Conference Proceeding -
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Online GMM Clustering and Mini-Batch Gradient Descent Based Optimization for Industrial IoT 4.0
ISSN: 1551-3203, 1941-0050Published: Piscataway IEEE 01.02.2020Published in 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, 1941-0484Published: New York IEEE 01.03.2016Published in 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, 1543-1916Published: New York Springer US 01.06.2023Published in 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, 1558-0857Published: IEEE 2025Published in 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, 1996-1073Published: Basel MDPI AG 01.01.2024Published in 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, 1573-2916Published: New York Springer US 01.11.2023Published in 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, 1436-4646Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.01.2016Published in 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, 1873-6769Published: Elsevier Ltd 01.06.2018Published in 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, 1872-7409Published: Amsterdam Elsevier B.V 01.02.2019Published in 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, 2158-3226Published: Melville American Institute of Physics 01.06.2021Published in 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: 1568-4946Published: Elsevier B.V 01.05.2025Published in 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, 1095-4333Published: Elsevier Inc 01.11.2023Published in 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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