Výsledky vyhľadávania - "Randomized algorithms"

A survey of randomized algorithms for training neural networks Autor Zhang, Le, Suganthan, P.N.

“…As a powerful tool for data regression and classification, neural networks have received considerable attention from researchers in fields such as machine…”
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Randomized algorithms for the computation of multilinear rank-(μ1,μ2,μ3) approximations Autor Che, Maolin, Wei, Yimin, Xu, Yanwei

“…We present some randomized algorithms for computing multilinear rank- ( μ 1 , μ 2 , μ 3 ) approximations of tensors by combining the sparse subspace embedding and the singular value decomposition…”
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Fault Detection for Non-Gaussian Processes Using Generalized Canonical Correlation Analysis and Randomized Algorithms Autor Zhiwen Chen, Ding, Steven X., Tao Peng, Chunhua Yang, Weihua Gui

“… on the randomized algorithm is proposed and applied to the simulated traction drive control system of high-speed trains. The achieved results show that the proposed method is able to improve the detection performance significantly in comparison with the standard generalized CCA-based FD method…”
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Computational drug repositioning using low-rank matrix approximation and randomized algorithms Autor Luo, Huimin, Li, Min, Wang, Shaokai, Liu, Quan, Li, Yaohang, Wang, Jianxin

“…Abstract Motivation Computational drug repositioning is an important and efficient approach towards identifying novel treatments for diseases in drug…”
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Randomized algorithms for large-scale dictionary learning Autor Wu, Gang, Yang, Jiali

“… be infeasible. To overcome this difficulty, we propose new dictionary learning methods based on randomized algorithms…”
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Insights into randomized algorithms for neural networks: Practical issues and common pitfalls Autor Li, Ming, Wang, Dianhui

“…Random Vector Functional-link (RVFL) networks, a class of learner models, can be regarded as feed-forward neural networks built with a specific randomized algorithm, i.e…”
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Editorial: Randomized algorithms for training neural networks Autor Wang, Dianhui

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Concentration of Measure for the Analysis of Randomized Algorithms Autor Dubhashi, Devdatt P., Panconesi, Alessandro

“…Randomized algorithms have become a central part of the algorithms curriculum, based on their increasingly widespread use in modern applications…”
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Randomized algorithms for the low-rank approximation of matrices Autor Liberty, Edo, Woolfe, Franco, Martinsson, Per-Gunnar, Rokhlin, Vladimir, Tygert, Mark

“…We describe two recently proposed randomized algorithms for the construction of low-rank approximations to matrices, and demonstrate their application (inter alia…”
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Fast and Accurate Randomized Algorithms for Linear Systems and Eigenvalue Problems Autor Nakatsukasa, Yuji, Tropp, Joel A.

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Two-sided randomized algorithms for approximate K-term t-SVD Autor Wang, Xuezhong, Hou, Shuai, Wang, Kai

“… With a given truncated term K, we obtain the two-side randomized algorithms for the approximate K-term t-SVD, denoted by two-sided randomized t-SVD…”
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Randomized algorithms for nonlinear system identification with deep learning modification Autor de la Rosa, Erick, Yu, Wen

“…Both randomized algorithms and deep learning techniques have been successfully used for regression and classification problems…”
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A Hitchhiker's guide to statistical tests for assessing randomized algorithms in software engineering Autor Arcuri, Andrea, Briand, Lionel

“… However, randomized algorithms are affected by chance and so require the use of appropriate statistical tests to be properly analysed in a sound manner…”
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Ergodic Randomized Algorithms and Dynamics Over Networks Autor Ravazzi, Chiara, Frasca, Paolo, Tempo, Roberto, Ishii, Hideaki

“…Algorithms and dynamics over networks often involve randomization and randomization can induce oscillating dynamics that fail to converge in a deterministic…”
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Randomized algorithms for generalized Hermitian eigenvalue problems with application to computing Karhunen-Loève expansion Autor Saibaba, Arvind K., Lee, Jonghyun, Kitanidis, Peter K.

“…Summary We describe randomized algorithms for computing the dominant eigenmodes of the generalized Hermitian eigenvalue problem Ax = λ…”
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Fast Fisher discriminant analysis with randomized algorithms Autor Ye, Haishan, Li, Yujun, Chen, Cheng, Zhang, Zhihua

“…•We propose to use random projection to accelerate Fisher discriminant analysis and provide a theoretical analysis. Empirical study shows our method is…”
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Randomized Algorithms for Multilinear UTV Decomposition Autor Liu, Guimin, Zhao, Ruijuan, Zheng, Bing, Yang, Fanyin

“…‐rank approximation of large tensors. Therefore, in this paper, we develop randomized algorithms for computing the multilinear UTV decomposition…”
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A Suite of Efficient Randomized Algorithms for Streaming Record Linkage Autor Karapiperis, Dimitrios, Tjortjis, Christos, Verykios, Vassilios S.

“… This paper introduces a suite of randomized algorithms specifically crafted for streaming record linkage settings…”
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Randomized algorithms for fully online multiprocessor scheduling with testing Autor Gong, Mingyang, Chen, Zhi-Zhong, Chen, Guangting, Lin, Guohui, Wang, Lusheng

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Randomized algorithms in numerical linear algebra Autor Kannan, Ravindran, Vempala, Santosh

“…This survey provides an introduction to the use of randomization in the design of fast algorithms for numerical linear algebra. These algorithms typically…”
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