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K-means_clustering abstract "k-means clustering is a method of vector quantization, originally from signal processing, that is popular for cluster analysis in data mining. k-means clustering aims to partition n observations into k clusters in which each observation belongs to the cluster with the nearest mean, serving as a prototype of the cluster. This results in a partitioning of the data space into Voronoi cells.The problem is computationally difficult (NP-hard); however, there are efficient heuristic algorithms that are commonly employed and converge quickly to a local optimum. These are usually similar to the expectation-maximization algorithm for mixtures of Gaussian distributions via an iterative refinement approach employed by both algorithms. Additionally, they both use cluster centers to model the data; however, k-means clustering tends to find clusters of comparable spatial extent, while the expectation-maximization mechanism allows clusters to have different shapes.".
K-means_clustering wikiPageExternalLink K-Means+Clustering.
K-means_clustering wikiPageExternalLink cv2.kmeans.
K-means_clustering wikiPageExternalLink cluster.vq.html.
K-means_clustering wikiPageExternalLink yael.
K-means_clustering wikiPageExternalLink clustering.
K-means_clustering wikiPageExternalLink kmeans.
K-means_clustering wikiPageExternalLink ClusteringComponents.html.
K-means_clustering wikiPageExternalLink sklearn.cluster.KMeans.html.
K-means_clustering wikiPageExternalLink k-means-clustering.
K-means_clustering wikiPageExternalLink kmeans.html.
K-means_clustering wikiPageExternalLink fastclus_toc.htm.
K-means_clustering wikiPageExternalLink ?article=14.
K-means_clustering wikiPageExternalLink kmeans.html.
K-means_clustering wikiPageExternalLink KMeans.html.
K-means_clustering wikiPageExternalLink help13.cgi?cluster+kmeans.
K-means_clustering wikiPageExternalLink index.aspx?p=Products.
K-means_clustering wikiPageID "1860407".
K-means_clustering wikiPageRevisionID "603751099".
K-means_clustering hasPhotoCollection K-means_clustering.
K-means_clustering subject Category:Data_clustering_algorithms.
K-means_clustering subject Category:Statistical_algorithms.
K-means_clustering type Abstraction100002137.
K-means_clustering type Act100030358.
K-means_clustering type Activity100407535.
K-means_clustering type Algorithm105847438.
K-means_clustering type Cognition100023271.
K-means_clustering type DataClusteringAlgorithms.
K-means_clustering type Datum105816622.
K-means_clustering type Event100029378.
K-means_clustering type Information105816287.
K-means_clustering type Procedure101023820.
K-means_clustering type PsychologicalFeature100023100.
K-means_clustering type Rule105846932.
K-means_clustering type StatisticalAlgorithms.
K-means_clustering type YagoPermanentlyLocatedEntity.
K-means_clustering comment "k-means clustering is a method of vector quantization, originally from signal processing, that is popular for cluster analysis in data mining. k-means clustering aims to partition n observations into k clusters in which each observation belongs to the cluster with the nearest mean, serving as a prototype of the cluster.".
K-means_clustering label "Algorithme des k-moyennes".
K-means_clustering label "Algorytm centroidów".
K-means_clustering label "K-Means-Algorithmus".
K-means_clustering label "K-means clustering".
K-means_clustering label "K-means".
K-means_clustering label "K-means".
K-means_clustering label "K-means".
K-means_clustering label "K-means".
K-means_clustering label "K平均法".
K-means_clustering label "K平均算法".
K-means_clustering sameAs K-Means-Algorithmus.
K-means_clustering sameAs K-means.
K-means_clustering sameAs Algorithme_des_k-moyennes.
K-means_clustering sameAs K-means.
K-means_clustering sameAs K-means.
K-means_clustering sameAs K平均法.
K-means_clustering sameAs K-평균_알고리즘.
K-means_clustering sameAs Algorytm_centroidów.
K-means_clustering sameAs K-means.
K-means_clustering sameAs m.061s_s.
K-means_clustering sameAs Q310401.
K-means_clustering sameAs Q310401.
K-means_clustering sameAs K-means_clustering.
K-means_clustering wasDerivedFrom K-means_clustering?oldid=603751099.
K-means_clustering isPrimaryTopicOf K-means_clustering.