Search Results - Functional k-means clustering algorithm
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K-Means Clustering Algorithm–Based Functional Magnetic Resonance for Evaluation of Regular Hemodialysis on Brain Function of Patients with End-Stage Renal Disease
ISSN: 1748-670X, 1748-6718, 1748-6718Published: Hindawi 21.06.2022Published in Computational and mathematical methods in medicine (21.06.2022)“…). Resting-state functional magnetic resonance imaging (rs-fMRI) based on improved k-means clustering algorithm (k-means…”
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A new distance with derivative information for functional k-means clustering algorithm
ISSN: 0020-0255, 1872-6291Published: Elsevier Inc 01.10.2018Published in Information sciences (01.10.2018)“…•Present the optimal representation of cluster centroids for the functional k-means clustering algorithm based on the new distance…”
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Machine Learning K-Means Clustering Algorithm for Interpolative Separable Density Fitting to Accelerate Hybrid Functional Calculations with Numerical Atomic Orbitals
ISSN: 1520-5215, 1520-5215Published: 03.12.2020Published in The journal of physical chemistry. A, Molecules, spectroscopy, kinetics, environment, & general theory (03.12.2020)“…) calculations with numerical atomic orbitals (NAOs). In this work, we present a machine learning K-means clustering algorithm to select the interpolation points in ISDF…”
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Complex-Valued K-Means Clustering of Interpolative Separable Density Fitting Algorithm for Large-Scale Hybrid Functional Enabled Ab Initio Molecular Dynamics Simulations within Plane Waves
ISSN: 1520-5215, 1520-5215Published: United States 14.03.2024Published in The journal of physical chemistry. A, Molecules, spectroscopy, kinetics, environment, & general theory (14.03.2024)“…K-means clustering, as a classic unsupervised machine learning algorithm, is the key step to select the interpolation sampling points in interpolative separable density fitting (ISDF…”
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Machine Learning K-Means Clustering in Interpolative Separable Density Fitting Algorithm: Advancing Accurate and Efficient Cubic-Scaling Density Functional Perturbation Theory Calculations within Plane Waves
ISSN: 1520-5215, 1520-5215Published: United States 14.03.2024Published in The journal of physical chemistry. A, Molecules, spectroscopy, kinetics, environment, & general theory (14.03.2024)“… Here, we present a machine learning K-means clustering algorithm to select the interpolation points in ISDF, which offers…”
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Sample Entropy Combined with the K-Means Clustering Algorithm Reveals Six Functional Networks of the Brain
ISSN: 1099-4300, 1099-4300Published: Basel MDPI AG 01.12.2019Published in Entropy (Basel, Switzerland) (01.12.2019)“…) data acquired from healthy participants. The 160 ROIs are clustered into six clusters by applying the K-means clustering algorithm to the SampEn of dynamic FC…”
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Crisp and fuzzy k-means clustering algorithms for multivariate functional data
ISSN: 0943-4062, 1613-9658Published: Heidelberg Springer Science and Business Media LLC 01.04.2007Published in Computational Statistics (01.04.2007)“… in Japan J Appl Stat 29:27–39, 2000). In addition, several methods for clustering functional data have been proposed (Abraham et al. in Scand J Stat 30:581–595, 2003…”
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Urban storm flood simulation using improved SWMM based on K‐means clustering of parameter samples
ISSN: 1753-318X, 1753-318XPublished: Oxford, UK Blackwell Publishing Ltd 01.12.2022Published in Journal of flood risk management (01.12.2022)“… Calibrated uncertain parameters from 76 papers were selected as samples, and the K‐means clustering algorithm was used to cluster and calculate the parameter values…”
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A k-means procedure based on a Mahalanobis type distance for clustering multivariate functional data
ISSN: 1618-2510, 1613-981XPublished: Berlin/Heidelberg Springer Berlin Heidelberg 01.06.2019Published in Statistical methods & applications (01.06.2019)“… on other distances typically adopted for clustering multivariate functional data. In these simulations, it is shown that the k -means algorithm with the generalized Mahalanobis…”
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A new algorithm for spatiotemporal analysis of brain functional connectivity
ISSN: 0165-0270, 1872-678X, 1872-678XPublished: Netherlands Elsevier B.V 15.03.2015Published in Journal of neuroscience methods (15.03.2015)“… The proposed algorithm is based on the K-means clustering of the connectivity graphs obtained from the phase…”
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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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Distinct Brain Dynamic Functional Connectivity Patterns in Schizophrenia Patients With and Without Auditory Verbal Hallucinations
ISSN: 1662-5161, 1662-5161Published: Switzerland Frontiers Research Foundation 07.04.2022Published in Frontiers in human neuroscience (07.04.2022)“… connectivity states were then obtained with the k-means clustering algorithm…”
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BK-SWMM flood simulation framework is being proposed for urban storm flood modeling based on uncertainty parameter crowdsourcing data from a single functional region
ISSN: 0301-4797, 1095-8630, 1095-8630Published: England Elsevier Ltd 15.10.2023Published in Journal of environmental management (15.10.2023)“…In recent years, urban flood disasters caused by sudden heavy rains have become increasingly severe, posing a serious threat to urban public infrastructure and…”
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Alteration of the large-scale white-matter functional networks in autism spectrum disorder
ISSN: 1460-2199, 1460-2199Published: United States 09.12.2023Published in Cerebral cortex (New York, N.Y. 1991) (09.12.2023)“… Here, we identified ten white-matter functional networks on resting-state functional magnetic resonance imaging data using the K-means clustering algorithm…”
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Delineating urban functional use from points of interest data with neural network embedding: A case study in Greater London
ISSN: 0198-9715, 1873-7587Published: Oxford Elsevier Ltd 01.07.2021Published in Computers, environment and urban systems (01.07.2021)“…Delineating urban functional use plays a key role in understanding urban dynamics, evaluating planning strategies and supporting policymaking…”
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Investigating dynamic functional network patterns after propofol-induced loss of consciousness
ISSN: 1388-2457, 1872-8952, 1872-8952Published: Netherlands Elsevier B.V 01.03.2019Published in Clinical neurophysiology (01.03.2019)“… K-means clustering algorithm is then employed to identify the common brain functional network patterns…”
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k -mean alignment for curve clustering
ISSN: 0167-9473, 1872-7352Published: Amsterdam Elsevier B.V 01.05.2010Published in Computational statistics & data analysis (01.05.2010)“…The problem of curve clustering when curves are misaligned is considered. A novel algorithm is described, which jointly clusters and aligns curves…”
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Fuzzy C-Means and Fuzzy K-Means Algorithms using Fuzzy Functional Dependencies
ISSN: 2377-5831Published: IEEE 03.11.2022Published in International Conference on Fuzzy Theory and Its Applications (Print) (03.11.2022)“… In this paper, we proposed fuzzy c-means clustering algorithm using fuzzy association functional dependencies and Fuzzy K-means MapReduce algorithms using fuzzy association multivalued functional dependencies…”
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Conference Proceeding -
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Attenuated brain white matter functional network interactions in Parkinson's disease
ISSN: 1065-9471, 1097-0193, 1097-0193Published: Hoboken, USA John Wiley & Sons, Inc 15.10.2022Published in Human brain mapping (15.10.2022)“…‐means clustering algorithm, which were further classified as deep, middle, and superficial layers. Network…”
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Linear Transformations and the k-Means Clustering Algorithm: Applications to Clustering Curves
ISSN: 0003-1305, 1537-2731Published: Alexandria, VA Taylor & Francis 01.02.2007Published in The American statistician (01.02.2007)“…Functional data can be clustered by plugging estimated regression coefficients from individual curves into the k-means algorithm…”
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