Litcius/Paper detail

Conceptual and empirical comparison of dimensionality reduction algorithms (PCA, KPCA, LDA, MDS, SVD, LLE, ISOMAP, LE, ICA, t-SNE)

Farzana Anowar, Samira Sadaoui, Bassant Selim

2021Computer Science Review826 citationsDOI

Topics & Concepts

IsomapDimensionality reductionComputer sciencePattern recognition (psychology)Artificial intelligenceNonlinear dimensionality reductionRandom projectionFeature extractionProjection pursuitProjection (relational algebra)Curse of dimensionalityPrincipal component analysisAlgorithmMachine learningFace and Expression RecognitionNeural Networks and ApplicationsMachine Learning and ELM