Search Results - "K-means clustering algorithm"
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Unsupervised K-Means Clustering Algorithm
ISSN: 2169-3536, 2169-3536Published: Piscataway IEEE 2020Published in IEEE access (2020)“…The k-means algorithm is generally the most known and used clustering method. There are various extensions of k-means to be proposed in the literature…”
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The MinMax k-Means clustering algorithm
ISSN: 0031-3203, 1873-5142Published: Kidlington Elsevier Ltd 01.07.2014Published in Pattern recognition (01.07.2014)“…Applying k-Means to minimize the sum of the intra-cluster variances is the most popular clustering approach. However, after a bad initialization, poor local…”
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Image Segmentation Using K -means Clustering Algorithm and Subtractive Clustering Algorithm
ISSN: 1877-0509, 1877-0509Published: Elsevier B.V 2015Published in Procedia computer science (2015)“… There are different methods and one of the most popular methods is k-means clustering algorithm. K -means clustering algorithm is an unsupervised algorithm and it is used to segment the interest area from the background…”
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An efficient k′-means clustering algorithm
ISSN: 0167-8655, 1872-7344Published: Amsterdam Elsevier B.V 01.07.2008Published in Pattern recognition letters (01.07.2008)“…This paper introduces k′-means algorithm that performs correct clustering without pre-assigning the exact number of clusters. This is achieved by minimizing a…”
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Unsupervised Multi-View K-Means Clustering Algorithm
ISSN: 2169-3536, 2169-3536Published: Piscataway IEEE 01.01.2023Published in IEEE access (01.01.2023)“…Since advanced technologies via social media, internet, virtual communities and networks and internet of things (IoT), there are more multi-view data to be…”
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Self-paced Learning for K-means Clustering Algorithm
ISSN: 0167-8655, 1872-7344Published: Amsterdam Elsevier B.V 01.04.2020Published in Pattern recognition letters (01.04.2020)“… The traditional K-means clustering algorithm is easily affected by the noise, outliers and falling into local optimal solution…”
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Early Warning of Financial Risk Based on K-Means Clustering Algorithm
ISSN: 1076-2787, 1099-0526Published: Hoboken Hindawi 2021Published in Complexity (New York, N.Y.) (2021)“… The main idea of the K-means clustering algorithm is to gradually optimize clustering results and constantly redistribute target dataset to each clustering center to obtain optimal solution…”
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Investigation of the Stability Mechanisms of Eight-Atom Binary Metal Clusters Using DFT Calculations and k-means Clustering Algorithm
ISSN: 1549-960X, 1549-960XPublished: 26.07.2021Published in Journal of chemical information and modeling (26.07.2021)“…Here, we report density functional theory calculations combined with the k-means clustering algorithm and the Spearman rank correlation analysis to investigate the stability mechanisms of eight-atom…”
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Multi-view K -means clustering algorithm based on redundant and sparse feature learning
ISSN: 0378-4371Published: 01.01.2024Published in Physica A (01.01.2024)Get full text
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Improved Soft-k-Means Clustering Algorithm for Balancing Energy Consumption in Wireless Sensor Networks
ISSN: 2327-4662, 2327-4662Published: Piscataway IEEE 15.03.2021Published in IEEE internet of things journal (15.03.2021)“…Energy load balancing is an essential issue in designing wireless sensor networks (WSNs). Clustering techniques are utilized as energy-efficient methods to…”
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A comparative study of efficient initialization methods for the k-means clustering algorithm
ISSN: 0957-4174, 1873-6793Published: Amsterdam Elsevier Ltd 01.01.2013Published in Expert systems with applications (01.01.2013)“…► K-means is the most widely used partitional clustering algorithm. ► k-means is highly sensitive to the selection of the initial centers. ► We present an…”
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A Novel K-Means Clustering Algorithm with a Noise Algorithm for Capturing Urban Hotspots
ISSN: 2076-3417, 2076-3417Published: Basel MDPI AG 01.12.2021Published in Applied sciences (01.12.2021)“…) hard problem, and has become an important research hotspot in recent years. A K-means clustering algorithm is an iterative clustering analysis algorithm…”
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Sparse K-means clustering algorithm with anchor graph regularization
ISSN: 0020-0255Published: Elsevier Inc 01.05.2024Published in Information sciences (01.05.2024)“… To overcome these limitations, in this paper, we propose a sparse K-means clustering algorithm with anchor graph regularization (SKM-AGR…”
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Application of Fuzzy K-Means Clustering Algorithm in the Innovation of English Teaching Evaluation Method
ISSN: 1530-8669, 1530-8677Published: Oxford Hindawi 2022Published in Wireless communications and mobile computing (2022)“… to innovate and reform the English teaching evaluation method. With the wide application of modern information technology in English teaching, the fuzzy K-means clustering…”
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A feature-reduction multi-view k-means clustering algorithm
ISSN: 2169-3536, 2169-3536Published: Piscataway IEEE 01.01.2019Published in IEEE access (01.01.2019)“…The k-means clustering algorithm is the oldest and most known method in cluster analysis…”
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Identifying optimistic stocks with K-means clustering algorithm
ISSN: 1059-0560Published: Elsevier Inc 01.12.2025Published in International review of economics & finance (01.12.2025)“…Selecting stocks from a large number of active stocks is a critical and challenging investment decision due to high volatility and biased decision-making. The…”
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Multi-Prototypes Convex Merging Based K-Means Clustering Algorithm
ISSN: 1041-4347, 1558-2191Published: IEEE 01.11.2024Published in IEEE transactions on knowledge and data engineering (01.11.2024)“… xlink:href="zhou-ieq1-3342209.gif"/> </inline-formula> has to be given a priori. To solve these two issues, a multi-prototypes convex merging based K-Means clustering algorithm (MCKM) is presented…”
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An improved K-means clustering algorithm for fish image segmentation
ISSN: 0895-7177, 1872-9479Published: Elsevier Ltd 01.08.2013Published in Mathematical and computer modelling (01.08.2013)“…Fish contour extraction from images is the foundation of many fish image applications such as disease early warning and diagnostics, animal behavior, aquatic…”
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K-means Clustering Algorithm and Its Improvement Research
ISSN: 1742-6588, 1742-6596Published: Bristol IOP Publishing 01.04.2021Published in Journal of physics. Conference series (01.04.2021)“…Clustering is a typical unsupervised learning method, and it is also very important in natural language processing. K-means is one of the classical algorithms…”
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A new metaheuristic optimization based on K-means clustering algorithm and its application to structural damage identification
ISSN: 0950-7051Published: 05.09.2022Published in Knowledge-based systems (05.09.2022)Get full text
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