Matches in DBpedia 2015-10 for { <http://dbpedia.org/resource/Feature_selection> ?p ?o }
- Feature_selection abstract "In machine learning and statistics, feature selection, also known as variable selection, attribute selection or variable subset selection, is the process of selecting a subset of relevant features (variables, predictors) for use in model construction. Feature selection techniques are used for three reasons: simplification of models to make them easier to interpret by researchers/users, shorter training times, enhanced generalisation by reducing overfitting(formally, reduction of variance) The central premise when using a feature selection technique is that the data contains many features that are either redundant or irrelevant, and can thus be removed without incurring much loss of information. Redundant or irrelevant features are two distinct notions, since one relevant feature may be redundant in the presence of another relevant feature with which it is strongly correlated.Feature selection techniques should be distinguished from feature extraction. Feature extraction creates new features from functions of the original features, whereas feature selection returns a subset of the features.Feature selection techniques are often used in domains where there are many features and comparatively few samples (or data points). Archetypal cases for the application of feature selection include the analysis of written texts and DNA microarray data, where there are many thousands of features, and a few tens to hundreds of samples.".
- Feature_selection wikiPageExternalLink 1201.1587.
- Feature_selection wikiPageExternalLink index.html.
- Feature_selection wikiPageExternalLink featureselection_techreport.pdf.
- Feature_selection wikiPageExternalLink software.php.
- Feature_selection wikiPageExternalLink 01401889.pdf.
- Feature_selection wikiPageExternalLink feature03.html.
- Feature_selection wikiPageExternalLink guyon03a.pdf.
- Feature_selection wikiPageExternalLink somol-efficient%20feature%20subset%20selection%20and%20subset%20size%20optimization.pdf.
- Feature_selection wikiPageExternalLink 386.
- Feature_selection wikiPageExternalLink show_document.php?d=198.
- Feature_selection wikiPageExternalLink index.htm.
- Feature_selection wikiPageExternalLink PAMI2.htm.
- Feature_selection wikiPageExternalLink 107_Feature_Subset_Selec.pdf.
- Feature_selection wikiPageExternalLink NIPS2003.
- Feature_selection wikiPageExternalLink IJCAI07-187.pdf.
- Feature_selection wikiPageExternalLink 47129-information-theoretic-feature-selection.
- Feature_selection wikiPageExternalLink FSClustering.pdf.
- Feature_selection wikiPageExternalLink feature_selection_for_classification.pdf.
- Feature_selection wikiPageExternalLink 0-7923-8198-X.
- Feature_selection wikiPageID "1179950".
- Feature_selection wikiPageLength "40800".
- Feature_selection wikiPageOutDegree "67".
- Feature_selection wikiPageRevisionID "680919968".
- Feature_selection wikiPageWikiLink Akaike_information_criterion.
- Feature_selection wikiPageWikiLink Bayesian_Network.
- Feature_selection wikiPageWikiLink Bayesian_information_criterion.
- Feature_selection wikiPageWikiLink Bayesian_network.
- Feature_selection wikiPageWikiLink Bias-variance_tradeoff.
- Feature_selection wikiPageWikiLink Bias–variance_tradeoff.
- Feature_selection wikiPageWikiLink Branch-and-bound_algorithm.
- Feature_selection wikiPageWikiLink Branch_and_bound.
- Feature_selection wikiPageWikiLink Category:Dimension_reduction.
- Feature_selection wikiPageWikiLink Category:Model_selection.
- Feature_selection wikiPageWikiLink Cluster_analysis.
- Feature_selection wikiPageWikiLink Conference_on_Neural_Information_Processing_Systems.
- Feature_selection wikiPageWikiLink Correlation.
- Feature_selection wikiPageWikiLink Correlation_and_dependence.
- Feature_selection wikiPageWikiLink Cross-validation_(statistics).
- Feature_selection wikiPageWikiLink DNA_microarray.
- Feature_selection wikiPageWikiLink Data_mining.
- Feature_selection wikiPageWikiLink Decision_tree_learning.
- Feature_selection wikiPageWikiLink Dimensionality_reduction.
- Feature_selection wikiPageWikiLink Entropy_(Information_theory).
- Feature_selection wikiPageWikiLink Entropy_(information_theory).
- Feature_selection wikiPageWikiLink False_discovery_rate.
- Feature_selection wikiPageWikiLink Feature_extraction.
- Feature_selection wikiPageWikiLink Genetic_algorithm.
- Feature_selection wikiPageWikiLink Greedy_algorithm.
- Feature_selection wikiPageWikiLink Hill_climbing.
- Feature_selection wikiPageWikiLink Indicator_function.
- Feature_selection wikiPageWikiLink Least_squares.
- Feature_selection wikiPageWikiLink Linear_programming.
- Feature_selection wikiPageWikiLink Machine_learning.
- Feature_selection wikiPageWikiLink Mallowss_Cp.
- Feature_selection wikiPageWikiLink Markov_blanket.
- Feature_selection wikiPageWikiLink Memetic_algorithm.
- Feature_selection wikiPageWikiLink Metaheuristic.
- Feature_selection wikiPageWikiLink Metric_(mathematics).
- Feature_selection wikiPageWikiLink Minimum_description_length.
- Feature_selection wikiPageWikiLink Mutual_Information.
- Feature_selection wikiPageWikiLink Mutual_information.
- Feature_selection wikiPageWikiLink Overfitting.
- Feature_selection wikiPageWikiLink Parity_function.
- Feature_selection wikiPageWikiLink Particle_swarm_optimization.
- Feature_selection wikiPageWikiLink Pearson_product-moment_correlation_coefficient.
- Feature_selection wikiPageWikiLink Pointwise_mutual_information.
- Feature_selection wikiPageWikiLink Random_forest.
- Feature_selection wikiPageWikiLink Random_multinomial_logit.
- Feature_selection wikiPageWikiLink Relief_(feature_selection).
- Feature_selection wikiPageWikiLink Risk_Inflation_Criterion.
- Feature_selection wikiPageWikiLink Simulated_annealing.
- Feature_selection wikiPageWikiLink Spearmans_rank_correlation_coefficient.
- Feature_selection wikiPageWikiLink Statistical_hypothesis_testing.
- Feature_selection wikiPageWikiLink Statistics.
- Feature_selection wikiPageWikiLink Stepwise_regression.
- Feature_selection wikiPageWikiLink Students_t-test.
- Feature_selection wikiPageWikiLink Stylometry.
- Feature_selection wikiPageWikiLink Support_Vector_Machines.
- Feature_selection wikiPageWikiLink Support_vector_machine.
- Feature_selection wikiPageWikiLink Targeted_projection_pursuit.
- Feature_selection wikiPageWikiLink Triangle_inequality.
- Feature_selection wikiPageWikiLink File:Feature_selection_Embedded_Method.png.
- Feature_selection wikiPageWikiLink File:Feature_selection_Wrapper_Method.png.
- Feature_selection wikiPageWikiLink File:Filter_Methode.png.
- Feature_selection wikiPageWikiLinkText "''variable selection''".
- Feature_selection wikiPageWikiLinkText "Feature Selection".
- Feature_selection wikiPageWikiLinkText "Feature selection".
- Feature_selection wikiPageWikiLinkText "feature selection".
- Feature_selection wikiPageWikiLinkText "feature-selection".
- Feature_selection wikiPageWikiLinkText "selecting".
- Feature_selection wikiPageWikiLinkText "selection".
- Feature_selection wikiPageWikiLinkText "variable selection".
- Feature_selection hasPhotoCollection Feature_selection.
- Feature_selection wikiPageUsesTemplate Template:Citation_needed.
- Feature_selection wikiPageUsesTemplate Template:Machine_learning_bar.
- Feature_selection wikiPageUsesTemplate Template:More_footnotes.
- Feature_selection wikiPageUsesTemplate Template:R.
- Feature_selection wikiPageUsesTemplate Template:Refbegin.
- Feature_selection wikiPageUsesTemplate Template:Refend.