Automated optimized parameters for T-distributed stochastic neighbor embedding improve visualization and analysis of large datasets

Abstract

Visualisation tools that use dimensionality reduction, such as t-SNE, provide poor visualisation on large data sets of millions of observations. Here the authors present opt-SNE, that automatically finds data set-tailored parameters for t-SNE to optimise visualisation and improve analysis.