Matches in DBpedia 2015-10 for { <http://dbpedia.org/resource/K-means_clustering> ?p ?o }
- 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.The algorithm has a loose relationship to the k-nearest neighbor classifier, a popular machine learning technique for classification that is often confused with k-means because of the k in the name. One can apply the 1-nearest neighbor classifier on the cluster centers obtained by k-means to classify new data into the existing clusters. This is known as nearest centroid classifier or Rocchio algorithm.".
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- K-means_clustering wikiPageRevisionID "683364477".
- K-means_clustering wikiPageWikiLink Apache_Mahout.
- K-means_clustering wikiPageWikiLink Apache_Spark.
- K-means_clustering wikiPageWikiLink Astronomy.
- K-means_clustering wikiPageWikiLink Autoencoder.
- K-means_clustering wikiPageWikiLink Bell_Labs.
- K-means_clustering wikiPageWikiLink Bilateral_filter.
- K-means_clustering wikiPageWikiLink Category:Data_clustering_algorithms.
- K-means_clustering wikiPageWikiLink Category:Statistical_algorithms.
- K-means_clustering wikiPageWikiLink Centroid.
- K-means_clustering wikiPageWikiLink Centroidal_Voronoi_tessellation.
- K-means_clustering wikiPageWikiLink Centroids.
- K-means_clustering wikiPageWikiLink Cluster_analysis.
- K-means_clustering wikiPageWikiLink Color_quantization.
- K-means_clustering wikiPageWikiLink Computer_vision.
- K-means_clustering wikiPageWikiLink CrimeStat.
- K-means_clustering wikiPageWikiLink Data_Mining_in_Agriculture.
- K-means_clustering wikiPageWikiLink Data_mining.
- K-means_clustering wikiPageWikiLink Data_mining_in_agriculture.
- K-means_clustering wikiPageWikiLink Determining_the_number_of_clusters_in_a_data_set.
- K-means_clustering wikiPageWikiLink Dictionary_learning.
- K-means_clustering wikiPageWikiLink ELKI.
- K-means_clustering wikiPageWikiLink Euclidean_distance.
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- K-means_clustering wikiPageWikiLink Expectation–maximization_algorithm.
- K-means_clustering wikiPageWikiLink Feature_learning.
- K-means_clustering wikiPageWikiLink Fuzzy_clustering.
- K-means_clustering wikiPageWikiLink GNU_Octave.
- K-means_clustering wikiPageWikiLink Gaussian_distribution.
- K-means_clustering wikiPageWikiLink Geostatistics.
- K-means_clustering wikiPageWikiLink tail_Breaks.
- K-means_clustering wikiPageWikiLink Heuristic_(computer_science).
- K-means_clustering wikiPageWikiLink Heuristic_algorithm.
- K-means_clustering wikiPageWikiLink Hugo_Steinhaus.
- K-means_clustering wikiPageWikiLink IChrome_Ltd..
- K-means_clustering wikiPageWikiLink Independent_component_analysis.
- K-means_clustering wikiPageWikiLink Integer_lattice.
- K-means_clustering wikiPageWikiLink Iris_(plant).
- K-means_clustering wikiPageWikiLink Iris_flower_data_set.
- K-means_clustering wikiPageWikiLink Jenks_natural_breaks_optimization.
- K-means_clustering wikiPageWikiLink Julia_(programming_language).
- K-means_clustering wikiPageWikiLink Julia_language.
- K-means_clustering wikiPageWikiLink K-SVD.
- K-means_clustering wikiPageWikiLink K-d_tree.
- K-means_clustering wikiPageWikiLink K-means++.
- K-means_clustering wikiPageWikiLink K-means_clustering.
- K-means_clustering wikiPageWikiLink K-medians_clustering.
- K-means_clustering wikiPageWikiLink K-medoids.
- K-means_clustering wikiPageWikiLink K-nearest_neighbor.
- K-means_clustering wikiPageWikiLink K-nearest_neighbors_algorithm.
- K-means_clustering wikiPageWikiLink K_q-flats.
- K-means_clustering wikiPageWikiLink Kd-tree.
- K-means_clustering wikiPageWikiLink Least-squares_estimation.
- K-means_clustering wikiPageWikiLink Least_squares.
- K-means_clustering wikiPageWikiLink Linde–Buzo–Gray_algorithm.
- K-means_clustering wikiPageWikiLink Linear_classifier.
- K-means_clustering wikiPageWikiLink Lloyds_algorithm.
- K-means_clustering wikiPageWikiLink Local_optimum.
- K-means_clustering wikiPageWikiLink MATLAB.
- K-means_clustering wikiPageWikiLink MLPACK_(C++_library).
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- K-means_clustering wikiPageWikiLink MapReduce.
- K-means_clustering wikiPageWikiLink Market_segmentation.
- K-means_clustering wikiPageWikiLink Mathematica.
- K-means_clustering wikiPageWikiLink Mean.
- K-means_clustering wikiPageWikiLink Mean_shift.
- K-means_clustering wikiPageWikiLink Medoid.
- K-means_clustering wikiPageWikiLink Medoids.
- K-means_clustering wikiPageWikiLink Metric_(mathematics).
- K-means_clustering wikiPageWikiLink Mixture_model.
- K-means_clustering wikiPageWikiLink NP-hard.
- K-means_clustering wikiPageWikiLink NP-hardness.
- K-means_clustering wikiPageWikiLink Named-entity_recognition.
- K-means_clustering wikiPageWikiLink Named_entity_recognition.
- K-means_clustering wikiPageWikiLink Natural_language_processing.
- K-means_clustering wikiPageWikiLink Nearest_centroid_classifier.
- K-means_clustering wikiPageWikiLink Normal_distribution.
- K-means_clustering wikiPageWikiLink OpenCV.
- K-means_clustering wikiPageWikiLink Partition_of_a_set.
- K-means_clustering wikiPageWikiLink Principal_component_analysis.
- K-means_clustering wikiPageWikiLink Prototype.
- K-means_clustering wikiPageWikiLink Pulse-code_modulation.
- K-means_clustering wikiPageWikiLink R_(programming_language).
- K-means_clustering wikiPageWikiLink Radial_basis_function.
- K-means_clustering wikiPageWikiLink Radial_basis_function_network.
- K-means_clustering wikiPageWikiLink Restricted_Boltzmann_machine.
- K-means_clustering wikiPageWikiLink SAS_(software).
- K-means_clustering wikiPageWikiLink SAS_System.
- K-means_clustering wikiPageWikiLink Sampling_(statistics).
- K-means_clustering wikiPageWikiLink SciPy.
- K-means_clustering wikiPageWikiLink Scikit-learn.
- K-means_clustering wikiPageWikiLink Self-organizing_map.
- K-means_clustering wikiPageWikiLink Semi-supervised_learning.
- K-means_clustering wikiPageWikiLink Silhouette_(clustering).
- K-means_clustering wikiPageWikiLink Smoothed_analysis.
- K-means_clustering wikiPageWikiLink Spherical_k-means.