Search Results - iterative local Gaussian clustering algorithm
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Hybrid PCA-ILGC clustering approach for high dimensional data
ISBN: 9781467317139, 1467317136ISSN: 1062-922XPublished: IEEE 01.10.2012Published in 2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC) (01.10.2012)“… Iterative Local Gaussian Clustering (ILGC) is a simple density based clustering technique that has successfully…”
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A new iterative initialization of EM algorithm for Gaussian mixture models
ISSN: 1932-6203, 1932-6203Published: United States Public Library of Science 13.04.2023Published in PloS one (13.04.2023)“…The expectation maximization (EM) algorithm is a common tool for estimating the parameters of Gaussian mixture models (GMM…”
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Fuzzy SLIC: Fuzzy Simple Linear Iterative Clustering
ISSN: 1051-8215, 1558-2205Published: New York IEEE 01.06.2021Published in IEEE transactions on circuits and systems for video technology (01.06.2021)“…), which adopts a local spatial fuzzy C-means clustering and dynamic fuzzy superpixels. We develop a fast and precise superpixel number control algorithm called onion peeling (OP) algorithm…”
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Genetic-based EM algorithm for learning Gaussian mixture models
ISSN: 0162-8828, 1939-3539Published: Los Alamitos, CA IEEE 01.08.2005Published in IEEE transactions on pattern analysis and machine intelligence (01.08.2005)“…We propose a genetic-based expectation-maximization (GA-EM) algorithm for learning Gaussian mixture models from multivariate data…”
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Non-iterative border-peeling clustering algorithm based on swap strategy
ISSN: 0020-0255Published: 01.01.2024Published in Information sciences (01.01.2024)Get full text
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Content-Caching-Oriented Popularity Forecast and User Clustering
ISSN: 2327-4662, 2327-4662Published: Piscataway IEEE 01.12.2024Published in IEEE internet of things journal (01.12.2024)“… Different from most of the existing literature that concentrating on enhancing the forecast accuracy, we tailor the popularity forecast and user clustering algorithms for improving the caching performance…”
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A fast and efficient Modal EM algorithm for Gaussian mixtures
ISSN: 1932-1864, 1932-1872Published: Hoboken Wiley Subscription Services, Inc., A Wiley Company 01.08.2021Published in Statistical analysis and data mining (01.08.2021)“… The Modal Expectation‐Maximization (MEM) algorithm is an iterative procedure that can identify the local maxima of any density function…”
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Regularized EM Algorithm
ISSN: 2379-190XPublished: IEEE 04.06.2023Published in Proceedings of the ... IEEE International Conference on Acoustics, Speech and Signal Processing (1998) (04.06.2023)“…Expectation-Maximization (EM) algorithm is a widely used iterative algorithm for computing (local…”
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Conference Proceeding -
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TSPol-ASLIC: Adaptive Superpixel Generation With Local Iterative Clustering for Time-Series Quad- and Dual-Polarization SAR Data
ISSN: 0196-2892, 1558-0644Published: New York IEEE 2022Published in IEEE transactions on geoscience and remote sensing (2022)“… In this article, an adaptive time-series PolSAR superpixel generation method based on the simple local iterative clustering (SLIC…”
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An Iterative Local Updating Ensemble Smoother for Estimation and Uncertainty Assessment of Hydrologic Model Parameters With Multimodal Distributions
ISSN: 0043-1397, 1944-7973Published: Washington John Wiley & Sons, Inc 01.03.2018Published in Water resources research (01.03.2018)“… Alternatively, we propose in this paper a very simple and efficient algorithm, i.e., the iterative local updating ensemble smoother (ILUES…”
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Iterative Gaussian mixture model and multi‐channel attributes for arrival picking in extremely noisy environments
ISSN: 0016-8025, 1365-2478Published: Houten Wiley Subscription Services, Inc 01.02.2022Published in Geophysical Prospecting (01.02.2022)“… the variable clustering boundaries) based on an iterative Gaussian mixture model and utilize the local correlation among adjacent traces to enhance the anti‐noise ability…”
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IDENTIFYING THE NUMBER OF COMPONENTS IN GAUSSIAN MIXTURE MODELS USING NUMERICAL ALGEBRAIC GEOMETRY
ISSN: 1793-6829, 1793-6829Published: Singapore 01.11.2020Published in Journal of algebra and its applications (01.11.2020)“… The parameters for a Gaussian mixture model are typically estimated from training data using the iterative expectation-maximization algorithm, which requires the number of Gaussian components a priori…”
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KNN-kernel based clustering for spatio-temporal database
ISBN: 9781424462339, 1424462339Published: IEEE 01.05.2010Published in 2010 International Conference on Computer and Communication Engineering (01.05.2010)“… This paper presents Iterative Local Gaussian Clustering (ILGC), an algorithm that combines K-nearest neighbour (KNN…”
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Conference Proceeding -
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Enhancing deep learning pre-trained networks on diabetic retinopathy fundus photographs with SLIC-G
ISSN: 0140-0118, 1741-0444, 1741-0444Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.08.2024Published in Medical & biological engineering & computing (01.08.2024)“… In this work, we propose a hybrid image processing method. Simple Linear Iterative Clustering with Gaussian Filter (SLIC-G…”
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A new iterative initialization of EM algorithm for Gaussian mixture models
ISSN: 1932-6203Published: Public Library of Science (PLoS) 01.01.2023Published in PloS one (01.01.2023)“…Background The expectation maximization (EM) algorithm is a common tool for estimating the parameters of Gaussian mixture models (GMM…”
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Combining Global-Constrained Concept Factorization and a Regularized Gaussian Graphical Model for Clustering Single-Cell RNA-seq Data
ISSN: 1913-2751, 1867-1462, 1867-1462Published: Singapore Springer Nature Singapore 01.03.2024Published in Interdisciplinary sciences : computational life sciences (01.03.2024)“… of the available scRNA-seq data, accurately clustering the scRNA-seq data for downstream analysis is a significant challenge…”
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A variational level set model combining with local Gaussian fitting and Markov random field regularization
ISSN: 1380-7501, 1573-7721Published: New York Springer US 01.01.2022Published in Multimedia tools and applications (01.01.2022)“… probability of the corrected smooth image. In the model, the likelihood function of the observation is computed under the assumption that the observed image obeys the local Gaussian distribution with both varying means and variances…”
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Density peaks clustering based on Gaussian fuzzy neighborhood with noise parameter
ISSN: 0957-4174Published: Elsevier Ltd 01.12.2024Published in Expert systems with applications (01.12.2024)“…Density peak clustering (DPC) is an effective clustering method known for its robustness, non-iterative nature, and hybrid approach…”
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Multi-Sensor Information Fusion
ISBN: 9783039283033, 3039283022, 9783039283026, 3039283030Published: MDPI - Multidisciplinary Digital Publishing Institute 2020“…This book includes papers from the section “Multisensor Information Fusion”, from Sensors between 2018 to 2019. It focuses on the latest research results of…”
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Robust Semisupervised Kernelized Fuzzy Local Information C-Means Clustering for Image Segmentation
ISSN: 1024-123X, 1563-5147Published: Cairo, Egypt Hindawi Publishing Corporation 2020Published in Mathematical problems in engineering (2020)“… Meanwhile, the local Gaussian kernel function is used to map the pixel samples from the Euclidean space to the high-dimensional feature space so that the…”
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