Litcius/Paper detail

Dimensionality reduction for binary data through the projection of natural parameters

Andrew J. Landgraf, Yoonkyung Lee

2020Journal of Multivariate Analysis127 citationsDOIOpen Access PDF

Topics & Concepts

Principal component analysisDimensionality reductionBinary dataBinary numberMathematicsSingular value decompositionMatrix decompositionBernoulli distributionCurse of dimensionalityProjection (relational algebra)Matrix (chemical analysis)Sparse PCARandom projectionFactorizationRepresentation (politics)Pattern recognition (psychology)AlgorithmStatisticsComputer scienceArtificial intelligenceRandom variableArithmeticComposite materialEigenvalues and eigenvectorsLawPolitical sciencePhysicsPoliticsMaterials scienceQuantum mechanicsGene expression and cancer classificationTensor decomposition and applicationsBlind Source Separation Techniques