Suchergebnisse - Robust clustering algorithm
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A robust hierarchical clustering algorithm for automatic identification of clusters: A robust hierarchical clustering algorithm for
ISSN: 0924-669X, 1573-7497Veröffentlicht: New York Springer US 03.03.2025Veröffentlicht in Applied intelligence (Dordrecht, Netherlands) (03.03.2025)“… Aggregation-based hierarchical clustering algorithms are widely used in data analysis due to their robust clustering performance …”
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Enhancing MESSL algorithm with robust clustering based on Student's t-distribution
ISSN: 0013-5194, 1350-911X, 1350-911XVeröffentlicht: The Institution of Engineering and Technology 27.03.2014Veröffentlicht in Electronics letters (27.03.2014)“… The model-based expectation maximisation source separation and localisation (MESSL) algorithm is enhanced through the integration of robust clustering based on the Student's t-distribution …”
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A neighborhood-based robust clustering algorithm using Apollonius function kernel
ISSN: 0957-4174, 1873-6793Veröffentlicht: Elsevier Ltd 15.08.2024Veröffentlicht in Expert systems with applications (15.08.2024)“… Density Peak Clustering (DPC) is a useful algorithm for grouping data points based on their closeness and density …”
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Robust clustering algorithm: The use of soft trimming approach
ISSN: 0167-8655Veröffentlicht: Elsevier B.V 01.09.2024Veröffentlicht in Pattern recognition letters (01.09.2024)“… The majority of conventional clustering algorithms are sensitive to noise and outliers. Robust clustering algorithms often overcome difficulties associated with noise and outliers and find true cluster structures …”
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Comments on "A Robust Fuzzy Local Information C-Means Clustering Algorithm"
ISSN: 1057-7149, 1941-0042, 1941-0042Veröffentlicht: New York, NY IEEE 01.03.2013Veröffentlicht in IEEE transactions on image processing (01.03.2013)“… In a recent paper, Krinidis and Chatzis proposed a variation of fuzzy c-means algorithm for image clustering …”
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A robust clustering algorithm based on the identification of core points and KNN kernel density estimation
ISSN: 0957-4174, 1873-6793Veröffentlicht: New York Elsevier Ltd 01.06.2022Veröffentlicht in Expert systems with applications (01.06.2022)“… Density peaks clustering (DPC) has been proved to be an effective clustering method and applied to many scientific fields …”
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A robust competitive clustering algorithm with applications in computer vision
ISSN: 0162-8828Veröffentlicht: IEEE 01.05.1999Veröffentlicht in IEEE transactions on pattern analysis and machine intelligence (01.05.1999)“… The proposed robust competitive agglomeration (RCA) algorithm starts with a large number of clusters to reduce the sensitivity to initialization, and determines the actual number of clusters by a process of competitive agglomeration …”
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A robust clustering algorithm based on weighted optimization of fuzzy feature difference using shadow sets
ISSN: 0165-0114Veröffentlicht: Elsevier B.V 05.12.2025Veröffentlicht in Fuzzy sets and systems (05.12.2025)“… We introduce a novel algorithm—robust clustering algorithm based on weighted optimization of fuzzy feature difference using shadow sets (RWFS …”
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Robust fuzzy c-means clustering algorithm with adaptive spatial & intensity constraint and membership linking for noise image segmentation
ISSN: 1568-4946, 1872-9681Veröffentlicht: Elsevier B.V 01.07.2020Veröffentlicht in Applied soft computing (01.07.2020)“… The fuzzy C-means (FCM) clustering method is proven to be an efficient method to segment images …”
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Inline high-bandwidth network analysis using a robust stream clustering algorithm
ISSN: 1751-8709, 1751-8717Veröffentlicht: The Institution of Engineering and Technology 01.09.2019Veröffentlicht in IET information security (01.09.2019)“… such as incremental learning, inline processing, and outlier handling. This study proposes an inline high-bandwidth network stream clustering algorithm designed to incrementally …”
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A Robust k-Means Clustering Algorithm Based on Observation Point Mechanism
ISSN: 1076-2787, 1099-0526Veröffentlicht: Cairo, Egypt Hindawi Publishing Corporation 30.03.2020Veröffentlicht in Complexity (New York, N.Y.) (30.03.2020)“… The k-means algorithm is sensitive to the outliers. In this paper, we propose a robust two-stage k-means clustering algorithm based on the observation point …”
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A robust EM clustering algorithm for Gaussian mixture models
ISSN: 0031-3203, 1873-5142Veröffentlicht: Kidlington Elsevier Ltd 01.11.2012Veröffentlicht in 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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A robust clustering algorithm for analysis of composition-dependent organic aerosol thermal desorption measurements
ISSN: 1680-7324, 1680-7316, 1680-7324Veröffentlicht: Katlenburg-Lindau Copernicus GmbH 02.03.2020Veröffentlicht in Atmospheric chemistry and physics (02.03.2020)“… Here, we developed an algorithm for clustering mass spectra, the noise-sorted scanning clustering (NSSC …”
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Consistency Clustering: A Robust Algorithm for Group-wise Registration, Segmentation and Automatic Atlas Construction in Diffusion MRI
ISSN: 0920-5691, 1573-1405Veröffentlicht: Boston Springer US 01.12.2009Veröffentlicht in International journal of computer vision (01.12.2009)“… We propose an integrated registration and clustering algorithm, called “consistency clustering …”
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A robust clustering algorithm using spatial fuzzy C-means for brain MR images
ISSN: 1110-8665Veröffentlicht: Elsevier B.V 01.03.2020Veröffentlicht in Egyptian informatics journal (01.03.2020)“… In medical images, a well-known clustering approach like Fuzzy C-Means widely used for segmentation …”
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An automated robust algorithm for clustering multivariate data
ISSN: 0377-0427Veröffentlicht: Elsevier B.V 01.09.2023Veröffentlicht in Journal of computational and applied mathematics (01.09.2023)“… ) map are widely used clustering algorithms. The practice demonstrated that these clustering algorithms have some significant limitations and drawbacks …”
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A robust clustering algorithm for identifying problematic samples in genome-wide association studies
ISSN: 1367-4803, 1367-4811, 1460-2059, 1367-4811Veröffentlicht: Oxford Oxford University Press 01.01.2012Veröffentlicht in Bioinformatics (01.01.2012)“… practice to remove individuals whose genome-wide data differ from the sample at large. Here we describe a simple, but robust, statistical algorithm to identify samples with atypical summaries …”
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Robust multi-view clustering algorithm based on sparse consensus graph decomposition
ISSN: 1008-9497Veröffentlicht: Hangzhou Zhejiang University 01.09.2023Veröffentlicht in Zhejiang da xue xue bao. Journal of Zhejiang University. Sciences edition. Li xue ban (01.09.2023)“… Due to the increasing complexity of data form, multi-view clustering algorithms emerge one after …”
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A robust clustering algorithm for analysis of composition-dependent organic aerosol thermal desorption measurements
ISSN: 1680-7324, 1680-7324Veröffentlicht: United States European Geosciences Union 02.03.2020Veröffentlicht in Atmospheric chemistry and physics (02.03.2020)“… Here, we developed an algorithm for clustering mass spectra, the noise-sorted scanning clustering (NSSC …”
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Rock: A robust clustering algorithm for categorical attributes
ISSN: 0306-4379, 1873-6076Veröffentlicht: Elsevier Ltd 01.07.2000Veröffentlicht in Information systems (Oxford) (01.07.2000)“… We develop a robust hierarchical clustering algorithm ROCK that employs links …”
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