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HyperNP: Interactive Visual Exploration of Multidimensional Projection Hyperparameters

HyperNP: Interactive Visual Exploration of Multidimensional Projection Hyperparameters

Abstract Projection algorithms such as t‐SNE or UMAP are useful for the visualization of high dimensional data, but depend on hyperparameters which must be tuned carefully. Unfortunately, iteratively recomputing projections to find the optimal hyperparameter values is computationally intensive and unintuitive due to the stochastic nature of such methods. In …