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

> Research article (Computer Science Review, 2021) · cited 816× · AI/ML

**Wikidata**: [openalex:W3131860561](https://www.wikidata.org/wiki/openalex:W3131860561)  
**Source**: https://4ort.xyz/entity/conceptual-and-empirical-comparison-of-dimensionality-reduction-algorithms-pca-kpca-lda-mds-svd-lle-isomap-le-ica-t-sne