Výsledky vyhledávání - Machine learning Matrix factorization Algorithm
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Applying 12 machine learning algorithms and Non-negative Matrix Factorization for robust prediction of lupus nephritis
ISSN: 1664-3224, 1664-3224Vydáno: Switzerland Frontiers Media SA 19.08.2024Vydáno v Frontiers in immunology (19.08.2024)“… In this study, we applied 12 distinct machine learning algorithms along with Non-negative Matrix Factorization (NMF…”
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On nonnegative matrix factorization algorithms for signal-dependent noise with application to electromyography data
ISSN: 1530-888X, 1530-888XVydáno: United States 01.06.2014Vydáno v Neural computation (01.06.2014)“…Nonnegative matrix factorization (NMF) by the multiplicative updates algorithm is a powerful machine learning method for decomposing a high-dimensional nonnegative matrix V into two nonnegative matrices, W and H, where V ~ WH…”
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Double feature selection algorithm based on low-rank sparse non-negative matrix factorization
ISSN: 1868-8071, 1868-808XVydáno: Berlin/Heidelberg Springer Berlin Heidelberg 01.08.2020Vydáno v International journal of machine learning and cybernetics (01.08.2020)“…Recently, many feature selection algorithms based on non-negative matrix factorization have been proposed…”
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SGRiT: Non-Negative Matrix Factorization via Subspace Graph Regularization and Riemannian-Based Trust Region Algorithm
ISSN: 2504-4990, 2504-4990Vydáno: Basel MDPI AG 01.03.2025Vydáno v Machine learning and knowledge extraction (01.03.2025)“…Non-negative Matrix Factorization (NMF) has gained popularity due to its effectiveness in clustering and feature selection tasks…”
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LS-NMF: A modified non-negative matrix factorization algorithm utilizing uncertainty estimates
ISSN: 1471-2105, 1471-2105Vydáno: England BioMed Central 28.03.2006Vydáno v BMC bioinformatics (28.03.2006)“…Non-negative matrix factorisation (NMF), a machine learning algorithm, has been applied to the analysis of microarray data…”
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Nonnegative matrix factorization analysis and multiple machine learning methods identified IL17C and ACOXL as novel diagnostic biomarkers for atherosclerosis
ISSN: 1471-2105, 1471-2105Vydáno: London BioMed Central 12.05.2023Vydáno v BMC bioinformatics (12.05.2023)“… The purpose of this study is to identify the diagnostic biomarkers related to atherosclerosis through machine learning algorithm…”
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Revisiting data reduction for boolean matrix factorization algorithms based on formal concept analysis
ISSN: 1868-8071, 1868-808XVydáno: Berlin/Heidelberg Springer Berlin Heidelberg 01.01.2025Vydáno v International journal of machine learning and cybernetics (01.01.2025)“…Boolean Matrix Factorization (BMF) helps unveil hidden patterns in boolean datasets and is a powerful tool in machine learning…”
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Machine Learning Recognizes Frequency-Following Responses in American Adults: Effects of Reference Spectrogram and Stimulus Token
ISSN: 1558-688X, 1558-688XVydáno: United States 01.10.2024Vydáno v Perceptual and motor skills (01.10.2024)“… While the FFR has been studied extensively, there are limitations in obtaining and analyzing FFR recordings that recent machine learning algorithms may address…”
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A column-wise update algorithm for nonnegative matrix factorization in Bregman divergence with an orthogonal constraint
ISSN: 0885-6125, 1573-0565Vydáno: New York Springer US 01.05.2016Vydáno v Machine learning (01.05.2016)“…Recently orthogonal nonnegative matrix factorization (ONMF), imposing an orthogonal constraint into NMF, has been attracting a great deal of attention…”
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Non-negative matrix factorization reveals seasonal and sex-specific metabolic tactics in tropical tilapia
ISSN: 1744-117X, 1878-0407, 1878-0407Vydáno: Netherlands Elsevier Inc 01.09.2025Vydáno v Comparative biochemistry and physiology. Part D, Genomics & proteomics (01.09.2025)“… We utilized Non-negative Matrix Factorization (NMF), an unsupervised machine learning algorithm, to analyze monthly serum metabolomics data from tilapia over a year in order to overcome these limits…”
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Tri-regularized nonnegative matrix tri-factorization for co-clustering
ISSN: 0950-7051, 1872-7409Vydáno: Amsterdam Elsevier B.V 17.08.2021Vydáno v Knowledge-based systems (17.08.2021)“… The nonnegative matrix tri-factorization (NMTF) algorithm, which aims to decompose an objective matrix into three low-dimensional matrices, is an important tool to achieve co-clustering…”
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Distributed Differentially Private Algorithms for Matrix and Tensor Factorization
ISSN: 1932-4553, 1941-0484Vydáno: United States IEEE 01.12.2018Vydáno v IEEE journal of selected topics in signal processing (01.12.2018)“…In many signal processing and machine learning applications, datasets containing private information are held at different locations, requiring the development of distributed privacy-preserving algorithms…”
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Graph Regularized Sparse Non-Negative Matrix Factorization for Clustering
ISSN: 2329-924X, 2373-7476Vydáno: Piscataway IEEE 01.06.2023Vydáno v IEEE transactions on computational social systems (01.06.2023)“…The graph regularized nonnegative matrix factorization (GNMF) algorithms have received a lot of attention in the field of machine learning and data mining…”
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Stokes shift spectroscopy and machine learning for label-free human prostate cancer detection
ISSN: 1539-4794, 1539-4794Vydáno: United States 15.02.2023Vydáno v Optics letters (15.02.2023)“…) algorithms, including principal component analysis (PCA), nonnegative matrix factorization (NMF…”
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Privacy-preserving non-negative matrix factorization for decentralized-data using correlated noise
ISSN: 1863-1703, 1863-1711Vydáno: London Springer London 01.04.2025Vydáno v Signal, image and video processing (01.04.2025)“…Several matrix factorization algorithms are employed in machine learning applications…”
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Dimension Reduction With Extreme Learning Machine
ISSN: 1057-7149, 1941-0042, 1941-0042Vydáno: United States IEEE 01.08.2016Vydáno v IEEE transactions on image processing (01.08.2016)“…Data may often contain noise or irrelevant information, which negatively affect the generalization capability of machine learning algorithms…”
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A Matrix Factorization Algorithm for Efficient Recommendations in Social Rating Networks Using Constrained Optimization
ISSN: 2504-4990, 2504-4990Vydáno: 01.09.2019Vydáno v Machine learning and knowledge extraction (01.09.2019)“…In recent years the emergence of social media has become more prominent than ever. Social networking has become the de facto tool used by people all around the…”
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Emerging Wearable Interfaces and Algorithms for Hand Gesture Recognition: A Survey
ISSN: 1937-3333, 1941-1189, 1941-1189Vydáno: United States IEEE 2022Vydáno v IEEE reviews in biomedical engineering (2022)“… The purpose of this review is to synthesize current novel sensing interfaces and algorithms for hand gesture recognition, and the scope of applications covers rehabilitation, prosthesis control…”
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Online Simplex-Structured Matrix Factorization
ISSN: 1070-9908, 1558-2361Vydáno: New York IEEE 2025Vydáno v IEEE signal processing letters (2025)“…Simplex-structured matrix factorization (SSMF) is a common task encountered in signal processing and machine learning…”
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Integrating single cell analysis and machine learning methods reveals stem cell-related gene S100A10 as an important target for prediction of liver cancer diagnosis and immunotherapy
ISSN: 1664-3224, 1664-3224Vydáno: Switzerland Frontiers Media S.A 07.01.2025Vydáno v Frontiers in immunology (07.01.2025)“… We analyzed various datasets, applying negative matrix factorization alongside machine learning algorithms to reveal gene expression patterns and construct diagnostic models…”
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