Výsledky vyhledávání - Gaussian clustering algorithm

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  1. 1

    A Novel Hybrid PSO-K-Means Clustering Algorithm Using Gaussian Estimation of Distribution Method and Lévy Flight Autor Gao, Hanjie, Li, Yintong, Kabalyants, Petr, Xu, Hao, Martinez-Bejar, Rodrigo

    ISSN: 2169-3536, 2169-3536
    Vydáno: Piscataway IEEE 2020
    Vydáno v IEEE access (2020)
    “… However, many partitioning based clustering algorithms are sensitive to the initial state of cluster centroids, may get trapped in a local optimum, and have poor robustness…”
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    A robust EM clustering algorithm for Gaussian mixture models Autor Yang, Miin-Shen, Lai, Chien-Yo, Lin, Chih-Ying

    ISSN: 0031-3203, 1873-5142
    Vydáno: Kidlington Elsevier Ltd 01.11.2012
    Vydáno v Pattern recognition (01.11.2012)
    “… To resolve these drawbacks of the EM, we develop a robust EM clustering algorithm for Gaussian mixture models, first creating a new way to solve these initialization problems…”
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  3. 3

    Distance and density based clustering algorithm using Gaussian kernel Autor Güngör, Emre, Özmen, Ahmet

    ISSN: 0957-4174, 1873-6793
    Vydáno: New York Elsevier Ltd 01.03.2017
    Vydáno v Expert systems with applications (01.03.2017)
    “…•The new algorithm uses Gaussian kernel and distances to form clusters.•The new approach does not require any special parameters prior to run…”
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    Image clustering algorithm using superpixel segmentation and non-symmetric Gaussian–Cauchy mixture model Autor Ji, Sifan, Zhu, Hongqing, Wang, Pengyu, Ling, Xiaofeng

    ISSN: 1751-9659, 1751-9667
    Vydáno: The Institution of Engineering and Technology 19.12.2020
    Vydáno v IET image processing (19.12.2020)
    “…In this study, an unsupervised clustering algorithm is proposed to label superpixel density images…”
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  6. 6

    Robust Gaussian-base radial kernel fuzzy clustering algorithm for image segmentation Autor Mújica-Vargas, Dante, Carvajal-Gámez, Blanca, Ochoa, Genaro, Rubio, José

    ISSN: 0013-5194, 1350-911X, 1350-911X
    Vydáno: The Institution of Engineering and Technology 25.07.2019
    Vydáno v Electronics letters (25.07.2019)
    “…To perform the image segmentation task, in this Letter, a kernel fuzzy C-means algorithm is introduced, strengthened by a robust Gaussian radial basis function kernel based on M-estimators…”
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  7. 7

    Fault Prognostics for Photovoltaic Inverter Based on Fast Clustering Algorithm and Gaussian Mixture Model Autor He, Zhenyu, Zhang, Xiaochen, Liu, Chao, Han, Te

    ISSN: 1996-1073, 1996-1073
    Vydáno: Basel MDPI AG 01.09.2020
    Vydáno v Energies (Basel) (01.09.2020)
    “… Then, the fast clustering algorithm was used to search the center inverter of each sampling time from the feature…”
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  8. 8

    Gaussian mixture model clustering algorithms for the analysis of high-precision mass measurements Autor Weber, C.M., Ray, D., Valverde, A.A., Clark, J.A., Sharma, K.S.

    ISSN: 0168-9002, 1872-9576
    Vydáno: Netherlands Elsevier B.V 11.03.2022
    “…The development of the phase-imaging ion-cyclotron resonance (PI-ICR) technique for use in Penning trap mass spectrometry (PTMS) increased the speed and…”
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  9. 9

    Anisotropic-Gaussian-Kernel-Based Fuzzy Clustering Algorithm for Feature Selection Autor Liu, Jun, Wu, Mengyuan, Lin, Mingwei, Xu, Zeshui

    ISSN: 1063-6706, 1941-0034
    Vydáno: IEEE 01.09.2025
    Vydáno v IEEE transactions on fuzzy systems (01.09.2025)
    “…Soft clustering algorithms based on fuzzy C-means (FCM) have been extensively applied to complex data analysis…”
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  10. 10

    Application of the joint clustering algorithm based on Gaussian kernels and differential privacy in lung cancer identification Autor Yanping, Hang, Haixia, Zheng, Minmin, Yang, Nan, Wang, Miaomiao, Kong, Mingming, Zhao

    ISSN: 2045-2322, 2045-2322
    Vydáno: London Nature Publishing Group UK 16.05.2025
    Vydáno v Scientific reports (16.05.2025)
    “…) clustering using a Gaussian kernel function. The algorithm enhances cancer detection while ensuring data privacy…”
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    Differential privacy fuzzy C-means clustering algorithm based on gaussian kernel function Autor Zhang, Yaling, Han, Jin

    ISSN: 1932-6203, 1932-6203
    Vydáno: United States Public Library of Science 23.03.2021
    Vydáno v PloS one (23.03.2021)
    “…Fuzzy C-means clustering algorithm is one of the typical clustering algorithms in data mining applications…”
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    Improved rough k-means clustering algorithm based on weighted distance measure with Gaussian function Autor Zhang, Tengfei, Ma, Fumin

    ISSN: 0020-7160, 1029-0265
    Vydáno: Abingdon Taylor & Francis 03.04.2017
    “…Rough k-means clustering algorithm and its extensions are introduced and successfully applied to real-life data where clusters do not necessarily have crisp boundaries…”
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  14. 14

    Adaptive Density Peak Clustering Algorithm Based on Gaussian Distribution Autor LI Qiwen, WANG Zhihe, DU Hui, LU Depeng

    ISSN: 1000-3428
    Vydáno: Editorial Office of Computer Engineering 01.04.2025
    Vydáno v Ji suan ji gong cheng (01.04.2025)
    “…The Density Peak Clustering (DPC) algorithm excels in diverse fields, is adept at identifying clusters of any shape, and is noise-resistant…”
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  15. 15

    A Deep Clustering Algorithm based on Gaussian Mixture Model Autor Lin, Xianghong, Yang, Xiaofei, Li, Ying

    ISSN: 1742-6588, 1742-6596
    Vydáno: Bristol IOP Publishing 01.08.2019
    Vydáno v Journal of physics. Conference series (01.08.2019)
    “… The effect of ordinary clustering algorithms is not good to cluster high-dimensional data. In this paper, we propose a deep clustering algorithm based on Gaussian mixture…”
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    A Probabilistic Distance Clustering Algorithm Using Gaussian and Student-t Multivariate Density Distributions Autor Tortora, Cristina, McNicholas, Paul D., Palumbo, Francesco

    ISSN: 2662-995X, 2661-8907
    Vydáno: Singapore Springer Singapore 01.03.2020
    Vydáno v SN computer science (01.03.2020)
    “…A new dissimilarity measure for cluster analysis is presented and used in the context of probabilistic distance (PD) clustering…”
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  17. 17

    Gaussian mixture model clustering algorithms for the analysis of high-precision mass measurements Autor Weber, C. M., Ray, D., Valverde, A. A., Clark, J. A., Sharma, K. S.

    ISSN: 0168-9002, 1872-9576
    Vydáno: United States Elsevier 05.01.2022
    “…The development of the phase-imaging ion-cyclotron resonance (PI-ICR) technique for use in Penning trap mass spectrometry (PTMS) increased the speed and…”
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    Journal Article
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    Gaussian-kernel c-means clustering algorithms Autor Chang-Chien, Shou-Jen, Nataliani, Yessica, Yang, Miin-Shen

    ISSN: 1432-7643, 1433-7479
    Vydáno: Berlin/Heidelberg Springer Berlin Heidelberg 01.02.2021
    Vydáno v Soft computing (Berlin, Germany) (01.02.2021)
    “…) and fuzzy c -means (FCM) are the most known clustering algorithms. However, these HCM and FCM algorithms work worse for data sets in a noisy environment and get inaccuracy when the data set has different shape clusters…”
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    Local contextual information and Gaussian function induced fuzzy clustering algorithm for brain MR image segmentation and intensity inhomogeneity estimation Autor Mahata, Nabanita, Kahali, Sayan, Adhikari, Sudip Kumar, Sing, Jamuna Kanta

    ISSN: 1568-4946, 1872-9681
    Vydáno: Elsevier B.V 01.07.2018
    Vydáno v Applied soft computing (01.07.2018)
    “…•A Fuzzy clustering algorithm using local contextual information and Gaussian function is devised for bias field and brain MR image segmentation…”
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    An improved clustering algorithm based on finite Gaussian mixture model Autor He, Zhilin, Ho, Chun-Hsing

    ISSN: 1380-7501, 1573-7721
    Vydáno: New York Springer US 01.09.2019
    Vydáno v Multimedia tools and applications (01.09.2019)
    “… In the clustering analysis based on the FGMM, the EM algorithm is usually used to estimate the parameters of the model…”
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