Matches in DBpedia 2016-04 for { <http://dbpedia.org/resource/K-nearest_neighbors_algorithm> ?p ?o }
- K-nearest_neighbors_algorithm abstract "In pattern recognition, the k-Nassima Neighbors algorithm (or k-NN for short) is a non-parametric method used for classification and regression. In both cases, the input consists of the k closest training examples in the feature space. The output depends on whether k-NN is used for classification or regression: In k-NN classification, the output is a class membership. An object is classified by a majority vote of its neighbors, with the object being assigned to the class most common among its k nearest neighbors (k is a positive integer, typically small). If k = 1, then the object is simply assigned to the class of that single nearest neighbor. In k-NN regression, the output is the property value for the object. This value is the average of the values of its k nearest neighbors.k-NN is a type of instance-based learning, or lazy learning, where the function is only approximated locally and all computation is deferred until classification. The k-NN algorithm is among the simplest of all machine learning algorithms.Both for classification and regression, it can be useful to assign weight to the contributions of the neighbors, so that the nearer neighbors contribute more to the average than the more distant ones. For example, a common weighting scheme consists in giving each neighbor a weight of 1/d, where d is the distance to the neighbor.The neighbors are taken from a set of objects for which the class (for k-NN classification) or the object property value (for k-NN regression) is known. This can be thought of as the training set for the algorithm, though no explicit training step is required.A shortcoming of the k-NN algorithm is that it is sensitive to the local structure of the data. The algorithm has nothing to do with and is not to be confused with k-means, another popular machine learning technique.".
- K-nearest_neighbors_algorithm thumbnail KnnClassification.svg?width=300.
- K-nearest_neighbors_algorithm wikiPageExternalLink summary?doi=10.1.1.31.1422.
- K-nearest_neighbors_algorithm wikiPageExternalLink K-nearest_neighbor.
- K-nearest_neighbors_algorithm wikiPageExternalLink google-all-pairs-similarity-search.
- K-nearest_neighbors_algorithm wikiPageID "1775388".
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- K-nearest_neighbors_algorithm wikiPageRevisionID "708364016".
- K-nearest_neighbors_algorithm wikiPageWikiLink Bayes_error_rate.
- K-nearest_neighbors_algorithm wikiPageWikiLink Belur_V._Dasarathy.
- K-nearest_neighbors_algorithm wikiPageWikiLink Canonical_correlation.
- K-nearest_neighbors_algorithm wikiPageWikiLink Category:Classification_algorithms.
- K-nearest_neighbors_algorithm wikiPageWikiLink Category:Machine_learning_algorithms.
- K-nearest_neighbors_algorithm wikiPageWikiLink Category:Search_algorithms.
- K-nearest_neighbors_algorithm wikiPageWikiLink Closest_pair_of_points_problem.
- K-nearest_neighbors_algorithm wikiPageWikiLink Computer_vision.
- K-nearest_neighbors_algorithm wikiPageWikiLink Confusion_matrix.
- K-nearest_neighbors_algorithm wikiPageWikiLink Consistency_(statistics).
- K-nearest_neighbors_algorithm wikiPageWikiLink Continuous_and_discrete_variables.
- K-nearest_neighbors_algorithm wikiPageWikiLink Curse_of_dimensionality.
- K-nearest_neighbors_algorithm wikiPageWikiLink Decision_boundary.
- K-nearest_neighbors_algorithm wikiPageWikiLink Dimensionality_reduction.
- K-nearest_neighbors_algorithm wikiPageWikiLink Embedding.
- K-nearest_neighbors_algorithm wikiPageWikiLink Euclidean_distance.
- K-nearest_neighbors_algorithm wikiPageWikiLink Evolutionary_algorithm.
- K-nearest_neighbors_algorithm wikiPageWikiLink Facial_recognition_system.
- K-nearest_neighbors_algorithm wikiPageWikiLink Feature_(machine_learning).
- K-nearest_neighbors_algorithm wikiPageWikiLink Feature_extraction.
- K-nearest_neighbors_algorithm wikiPageWikiLink Feature_scaling.
- K-nearest_neighbors_algorithm wikiPageWikiLink Feature_selection.
- K-nearest_neighbors_algorithm wikiPageWikiLink Feature_vector.
- K-nearest_neighbors_algorithm wikiPageWikiLink Forest_Ecology_and_Management.
- K-nearest_neighbors_algorithm wikiPageWikiLink Graphics_processing_unit.
- K-nearest_neighbors_algorithm wikiPageWikiLink Haar_wavelet.
- K-nearest_neighbors_algorithm wikiPageWikiLink Hamming_distance.
- K-nearest_neighbors_algorithm wikiPageWikiLink Heuristic_(computer_science).
- K-nearest_neighbors_algorithm wikiPageWikiLink Hyperparameter_optimization.
- K-nearest_neighbors_algorithm wikiPageWikiLink Instance-based_learning.
- K-nearest_neighbors_algorithm wikiPageWikiLink Integer.
- K-nearest_neighbors_algorithm wikiPageWikiLink K-means_clustering.
- K-nearest_neighbors_algorithm wikiPageWikiLink Kernel_(statistics).
- K-nearest_neighbors_algorithm wikiPageWikiLink Large_margin_nearest_neighbor.
- K-nearest_neighbors_algorithm wikiPageWikiLink Lazy_learning.
- K-nearest_neighbors_algorithm wikiPageWikiLink Likelihood-ratio_test.
- K-nearest_neighbors_algorithm wikiPageWikiLink Linear_discriminant_analysis.
- K-nearest_neighbors_algorithm wikiPageWikiLink Locality-sensitive_hashing.
- K-nearest_neighbors_algorithm wikiPageWikiLink MIT_Press.
- K-nearest_neighbors_algorithm wikiPageWikiLink Machine_learning.
- K-nearest_neighbors_algorithm wikiPageWikiLink Mahalanobis_distance.
- K-nearest_neighbors_algorithm wikiPageWikiLink Mean_shift.
- K-nearest_neighbors_algorithm wikiPageWikiLink Metric_(mathematics).
- K-nearest_neighbors_algorithm wikiPageWikiLink Mutual_information.
- K-nearest_neighbors_algorithm wikiPageWikiLink Nearest_centroid_classifier.
- K-nearest_neighbors_algorithm wikiPageWikiLink Nearest_neighbor_search.
- K-nearest_neighbors_algorithm wikiPageWikiLink Neighbourhood_components_analysis.
- K-nearest_neighbors_algorithm wikiPageWikiLink Nonparametric_statistics.
- K-nearest_neighbors_algorithm wikiPageWikiLink OpenCV.
- K-nearest_neighbors_algorithm wikiPageWikiLink Pattern_recognition.
- K-nearest_neighbors_algorithm wikiPageWikiLink Peter_E._Hart.
- K-nearest_neighbors_algorithm wikiPageWikiLink Principal_component_analysis.
- K-nearest_neighbors_algorithm wikiPageWikiLink Pseudometric_space.
- K-nearest_neighbors_algorithm wikiPageWikiLink Regression_analysis.
- K-nearest_neighbors_algorithm wikiPageWikiLink Root-mean-square_deviation.
- K-nearest_neighbors_algorithm wikiPageWikiLink Self-organizing_map.
- K-nearest_neighbors_algorithm wikiPageWikiLink Statistical_classification.
- K-nearest_neighbors_algorithm wikiPageWikiLink Time_series.
- K-nearest_neighbors_algorithm wikiPageWikiLink VLDB.
- K-nearest_neighbors_algorithm wikiPageWikiLink Variable_kernel_density_estimation.
- K-nearest_neighbors_algorithm wikiPageWikiLink File:BorderRAtio.PNG.
- K-nearest_neighbors_algorithm wikiPageWikiLink File:KnnClassification.svg.
- K-nearest_neighbors_algorithm wikiPageWikiLink File:PointsTypes.png.
- K-nearest_neighbors_algorithm wikiPageWikiLinkText "''k''-nearest neighbors (''k''-NN)".
- K-nearest_neighbors_algorithm wikiPageWikiLinkText "''k''-nearest neighbors algorithm".
- K-nearest_neighbors_algorithm wikiPageWikiLinkText "-nearest neighbors regression".
- K-nearest_neighbors_algorithm wikiPageWikiLinkText "K Nearest Neighbors".
- K-nearest_neighbors_algorithm wikiPageWikiLinkText "K-Nearest Neighbors".
- K-nearest_neighbors_algorithm wikiPageWikiLinkText "K-nearest neighbors algorithm".
- K-nearest_neighbors_algorithm wikiPageWikiLinkText "KNN".
- K-nearest_neighbors_algorithm wikiPageWikiLinkText "Nearest Neighbors Algorithm".
- K-nearest_neighbors_algorithm wikiPageWikiLinkText "k-NN algorithm".
- K-nearest_neighbors_algorithm wikiPageWikiLinkText "k-nearest neighbor".
- K-nearest_neighbors_algorithm wikiPageWikiLinkText "k-nearest neighbors algorithm".
- K-nearest_neighbors_algorithm wikiPageWikiLinkText "k-nearest neighbors".
- K-nearest_neighbors_algorithm wikiPageWikiLinkText "nearest neighbors".
- K-nearest_neighbors_algorithm wikiPageWikiLinkText "nearest neighbour algorithm".
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- K-nearest_neighbors_algorithm wikiPageUsesTemplate Template:Math.
- K-nearest_neighbors_algorithm wikiPageUsesTemplate Template:Portal.
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- K-nearest_neighbors_algorithm subject Category:Classification_algorithms.
- K-nearest_neighbors_algorithm subject Category:Machine_learning_algorithms.
- K-nearest_neighbors_algorithm subject Category:Search_algorithms.
- K-nearest_neighbors_algorithm hypernym Method.
