Search Results - "fuzzy c-means clustering algorithm"
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A Novel Evolutionary Kernel Intuitionistic Fuzzy C -means Clustering Algorithm
ISSN: 1063-6706, 1941-0034Published: IEEE 01.10.2014Published in IEEE transactions on fuzzy systems (01.10.2014)“…This study proposes a novel evolutionary kernel intuitionistic fuzzy c-means clustering algorithm (EKIFCM…”
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Significantly Fast and Robust Fuzzy C-Means Clustering Algorithm Based on Morphological Reconstruction and Membership Filtering
ISSN: 1063-6706, 1941-0034Published: New York IEEE 01.10.2018Published in IEEE transactions on fuzzy systems (01.10.2018)“…As fuzzy c-means clustering (FCM) algorithm is sensitive to noise, local spatial information is often introduced to an objective function to improve the…”
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Projected fuzzy c-means clustering algorithm with instance penalty
ISSN: 0957-4174Published: Elsevier Ltd 01.12.2024Published in Expert systems with applications (01.12.2024)“… Therefore, to address these problems, a projected fuzzy c-means clustering algorithm with instance penalty (PCIP) is proposed…”
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A Probabilistic Linguistic Three-Way Decision Method With Regret Theory via Fuzzy c-Means Clustering Algorithm
ISSN: 1063-6706, 1941-0034Published: New York IEEE 01.08.2023Published in IEEE transactions on fuzzy systems (01.08.2023)“…Aiming at multiattribute decision-making (MADM) problems with probabilistic linguistic term sets (PLTSs), and considering the effective rationality of a…”
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Fuzzy C-Means clustering algorithm for data with unequal cluster sizes and contaminated with noise and outliers: Review and development
ISSN: 0957-4174, 1873-6793Published: New York Elsevier Ltd 01.03.2021Published in Expert systems with applications (01.03.2021)“…•RFCM algorithm removes drawbacks of the FCM algorithm.•RFCM algorithm eliminates interactions among clusters.•RFCM algorithm is suitable for data highly…”
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A New Membership Scaling Fuzzy C-Means Clustering Algorithm
ISSN: 1063-6706, 1941-0034Published: New York IEEE 01.09.2021Published in IEEE transactions on fuzzy systems (01.09.2021)“…Fuzzy c-means (FCM) is one of the most frequently used methods for clustering. However, with increasing amount of data, FCM suffers from slow convergence and a…”
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CGFFCM: Cluster-weight and Group-local Feature-weight learning in Fuzzy C-Means clustering algorithm for color image segmentation
ISSN: 1568-4946, 1872-9681Published: Elsevier B.V 01.12.2021Published in Applied soft computing (01.12.2021)“…The fuzzy c-means (FCM) algorithm is a popular method for data clustering and image segmentation. However, the main problem of this algorithm is that it is…”
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A possibilistic fuzzy c-means clustering algorithm
ISSN: 1063-6706, 1941-0034Published: New York IEEE 01.08.2005Published in IEEE transactions on fuzzy systems (01.08.2005)“…In 1997, we proposed the fuzzy-possibilistic c-means (FPCM) model and algorithm that generated both membership and typicality values when clustering unlabeled…”
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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, 1872-9681Published: Elsevier B.V 01.07.2020Published in Applied soft computing (01.07.2020)“…The fuzzy C-means (FCM) clustering method is proven to be an efficient method to segment images. However, the FCM method is not robustness and less accurate…”
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A Novel Brain MRI Image Segmentation Method Using an Improved Multi-View Fuzzy c-Means Clustering Algorithm
ISSN: 1662-453X, 1662-4548, 1662-453XPublished: Switzerland Frontiers Research Foundation 25.03.2021Published in Frontiers in neuroscience (25.03.2021)“…Background: The brain magnetic resonance imaging (MRI) image segmentation method mainly refers to the division of brain tissue, which can be divided into…”
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Unsupervised Multiview Fuzzy C-Means Clustering Algorithm
ISSN: 2079-9292, 2079-9292Published: Basel MDPI AG 01.11.2023Published in Electronics (Basel) (01.11.2023)“…The rapid development in information technology makes it easier to collect vast numbers of data through the cloud, internet and other sources of information…”
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Robust-learning fuzzy c-means clustering algorithm with unknown number of clusters
ISSN: 0031-3203, 1873-5142Published: Elsevier Ltd 01.11.2017Published in Pattern recognition (01.11.2017)“…•We construct a robust learning-based fuzzy c-means (FCM) framework, called the robust-learning FCM (RL-FCM) algorithm.•The proposed RL-FCM can automatically…”
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Fuzzy c-means clustering algorithm for directional data (FCM4DD)
ISSN: 0957-4174, 1873-6793Published: Elsevier Ltd 01.10.2016Published in Expert systems with applications (01.10.2016)“…•A new approximation for clustering of directional data is proposed.•The proposed method is simple, fast and stable when compared to other methods.•The…”
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Kernel-based fuzzy c-means clustering algorithm based on genetic algorithm
ISSN: 0925-2312, 1872-8286Published: Elsevier B.V 05.05.2016Published in Neurocomputing (Amsterdam) (05.05.2016)“…Fuzzy c-means clustering algorithm (FCM) is a method that is frequently used in pattern recognition…”
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General fuzzy C-means clustering algorithm using Minkowski metric
ISSN: 0165-1684, 1872-7557Published: Elsevier B.V 01.11.2021Published in Signal processing (01.11.2021)“…•A general Fuzzy C-means algorithm is proposed to cope with the case of using Minkowski metric.•The Banach contraction mapping principle is used to guide the…”
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An improved intuitionistic fuzzy c-means clustering algorithm incorporating local information for brain image segmentation
ISSN: 1568-4946, 1872-9681Published: Elsevier B.V 01.09.2016Published in Applied soft computing (01.09.2016)“…Original and segmented simulated brain image by different algorithms: (a) axial view of original simulated T1-weighted brain image with INU=0 and 1% noise, (b)…”
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Conditional spatial fuzzy C-means clustering algorithm for segmentation of MRI images
ISSN: 1568-4946, 1872-9681Published: Elsevier B.V 01.09.2015Published in Applied soft computing (01.09.2015)“…•A conditional spatial fuzzy C-means (csFCM) clustering algorithm to improve the robustness of the conventional FCM algorithm is presented.•The method…”
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EM-IFCM: Fuzzy c-means clustering algorithm based on edge modification for imbalanced data
ISSN: 0020-0255Published: 01.02.2024Published in Information sciences (01.02.2024)Get full text
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Modified dynamic fuzzy c-means clustering algorithm – Application in dynamic customer segmentation
ISSN: 0924-669X, 1573-7497Published: New York Springer US 01.06.2020Published in Applied intelligence (Dordrecht, Netherlands) (01.06.2020)“…The dynamic customer segmentation (DCS) is a useful tool for managers in implementing marketing strategies by observing dynamic changes that are happening in…”
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A feature-weighted suppressed possibilistic fuzzy c-means clustering algorithm and its application on color image segmentation
ISSN: 0957-4174, 1873-6793Published: Elsevier Ltd 01.05.2024Published in Expert systems with applications (01.05.2024)“…The possibilistic fuzzy c-means clustering (PFCM) algorithm is a hybridization of possibilistic c-means clustering (PCM) and fuzzy c-means clustering (FCM)…”
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