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- Low-rank_approximation abstract "In mathematics, low-rank approximation is a minimization problem, in which the cost function measures the fit between a given matrix (the data) and an approximating matrix (the optimization variable), subject to a constraint that the approximating matrix has reduced rank. The problem is used for mathematical modeling and data compression. The rank constraint is related to a constraint on the complexity of a model that fits the data. In applications, often there are other constraints on the approximating matrix apart from the rank constraint, e.g., non-negativity and Hankel structure.Low-rank approximation is closely related to: principal component analysis, factor analysis, total least squares, latent semantic analysis, and orthogonal regression.".
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- Low-rank_approximation wikiPageWikiLink Biconvex_optimization.
- Low-rank_approximation wikiPageWikiLink CUR_matrix_approximation.
- Low-rank_approximation wikiPageWikiLink Categorical_data.
- Low-rank_approximation wikiPageWikiLink Categorical_variable.
- Low-rank_approximation wikiPageWikiLink Category:Dimension_reduction.
- Low-rank_approximation wikiPageWikiLink Category:Mathematical_optimization.
- Low-rank_approximation wikiPageWikiLink Category:Numerical_linear_algebra.
- Low-rank_approximation wikiPageWikiLink Computer_algebra.
- Low-rank_approximation wikiPageWikiLink Data_compression.
- Low-rank_approximation wikiPageWikiLink Deming_regression.
- Low-rank_approximation wikiPageWikiLink Factor_analysis.
- Low-rank_approximation wikiPageWikiLink Frobenius_norm.
- Low-rank_approximation wikiPageWikiLink Hankel_matrix.
- Low-rank_approximation wikiPageWikiLink Identity_matrix.
- Low-rank_approximation wikiPageWikiLink Kalman_filter.
- Low-rank_approximation wikiPageWikiLink LTI_system_theory.
- Low-rank_approximation wikiPageWikiLink Latent_semantic_analysis.
- Low-rank_approximation wikiPageWikiLink Least_squares.
- Low-rank_approximation wikiPageWikiLink Levenberg-Marquardt_algorithm.
- Low-rank_approximation wikiPageWikiLink Levenberg–Marquardt_algorithm.
- Low-rank_approximation wikiPageWikiLink Linear_least_squares_(mathematics).
- Low-rank_approximation wikiPageWikiLink Loss_function.
- Low-rank_approximation wikiPageWikiLink MATLAB.
- Low-rank_approximation wikiPageWikiLink Machine_learning.
- Low-rank_approximation wikiPageWikiLink Mathematical_model.
- Low-rank_approximation wikiPageWikiLink Mathematical_optimization.
- Low-rank_approximation wikiPageWikiLink Matlab.
- Low-rank_approximation wikiPageWikiLink Matrix_completion.
- Low-rank_approximation wikiPageWikiLink Matrix_norm.
- Low-rank_approximation wikiPageWikiLink Missing_data.
- Low-rank_approximation wikiPageWikiLink Missing_values.
- Low-rank_approximation wikiPageWikiLink Natural_language_processing.
- Low-rank_approximation wikiPageWikiLink Non-negative_matrix_factorization.
- Low-rank_approximation wikiPageWikiLink Nonnegative_matrix.
- Low-rank_approximation wikiPageWikiLink Nonnegative_matrix_factorization.
- Low-rank_approximation wikiPageWikiLink Orthogonal_regression.
- Low-rank_approximation wikiPageWikiLink Principal_component_analysis.
- Low-rank_approximation wikiPageWikiLink Rank_(linear_algebra).
- Low-rank_approximation wikiPageWikiLink Recommender_system.
- Low-rank_approximation wikiPageWikiLink Singular_value_decomposition.
- Low-rank_approximation wikiPageWikiLink Sylvester_matrix.
- Low-rank_approximation wikiPageWikiLink Symbolic_computation.
- Low-rank_approximation wikiPageWikiLink System_identification.
- Low-rank_approximation wikiPageWikiLink Total_least_squares.
- Low-rank_approximation wikiPageWikiLink Vectorization_(mathematics).
- Low-rank_approximation wikiPageWikiLinkText "Low-rank approximation".
- Low-rank_approximation wikiPageWikiLinkText "low-rank approximation".
- Low-rank_approximation hasPhotoCollection Low-rank_approximation.
- Low-rank_approximation wikiPageUsesTemplate Template:COI.
- Low-rank_approximation wikiPageUsesTemplate Template:Doi.
- Low-rank_approximation wikiPageUsesTemplate Template:Reflist.
- Low-rank_approximation subject Category:Dimension_reduction.
- Low-rank_approximation subject Category:Mathematical_optimization.
- Low-rank_approximation subject Category:Numerical_linear_algebra.
- Low-rank_approximation hypernym Problem.
- Low-rank_approximation type Area.
- Low-rank_approximation type Article.
- Low-rank_approximation type Disease.
- Low-rank_approximation type Area.
- Low-rank_approximation type Article.
- Low-rank_approximation comment "In mathematics, low-rank approximation is a minimization problem, in which the cost function measures the fit between a given matrix (the data) and an approximating matrix (the optimization variable), subject to a constraint that the approximating matrix has reduced rank. The problem is used for mathematical modeling and data compression. The rank constraint is related to a constraint on the complexity of a model that fits the data.".
- Low-rank_approximation label "Low-rank approximation".
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- Low-rank_approximation sameAs Q6692777.
- Low-rank_approximation sameAs Q6692777.
- Low-rank_approximation wasDerivedFrom Low-rank_approximation?oldid=673606797.
- Low-rank_approximation isPrimaryTopicOf Low-rank_approximation.