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Jeongin Park
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Stop Misusing t-SNE and UMAP

Stop Misusing t-SNE and UMAP for Visual Analytics

dataset-adaptive-dimensionality-reduction

Dataset-Adaptive Dimensionality Reduction

Dataset-Adaptive Dimensionality Reduction for Reliable and Efficient Visual Analytics

Related Publications
VIS '26 | Conference Full Paper
Stop Misuing t-SNE and UMAP for Visual Analytics
Hyeon Jeon, Jeongin Park, Sungbok Shin, and Jinwook Seo
IEEE Transactions on Visualization and Computer Graphics, presented at 2026 IEEE Visualization and Visual Analytics.
PacificVis '26 | Conference Short Paper
DirectVis: Editing Code-Based Interactive Visualization with Direct Manipulation
Jeongin Park, Mingyu An, Hyunseo Yang, Junhyeong Hwangbo, Min Hyeong Kim, Hyeon Jeon, and Jinwook Seo
In 2026 IEEE 19th Pacific Visualization Conference, (Sydney, Australia) (PacificVis '26), 79-84.
DOI
PDF
PacificVis '26 | Scientific Poster
Physical Containers as Framing Conditions for Visualization in Augmented Reality
Jiyeon Bae, Mingyu An, Jeongin Park, Seokweon Jung, Kiroong Choe, and Jinwook Seo
In 2026 IEEE 19th Pacific Visualization Conference, (Sydney, Australia) (PacificVis '26), received the Best Poster Award.
Link
PDF
VIS '25 | Conference Full Paper
Dataset-Adaptive Dimensionality Reduction
Hyeon Jeon, Jeongin Park, Soohyun Lee, Dae Hyun Kim, Sungbok Shin, and Jinwook Seo
IEEE Transactions on Visualization and Computer Graphics 32, 1, 462-472, presented at 2025 IEEE Visualization and Visual Analytics.
DOI
PDF