Distortion-aware Brushing for Reliable Cluster Analysis in Multidimensional Projections
Hyeon Jeon, Michael Aupetit, Soohyun Lee, Kwon Ko, Youngtaek Kim, Ghulam Jilani Quadri
IEEE Transactions on Visualization and Computer Graphics (2025)
Classes are Not Clusters: Improving Label-Based Evaluation of Dimensionality Reduction
Hyeon Jeon, Yun-Hsin Kuo, Michael Aupetit, Kwan-Liu Ma, Jinwook Seo
IEEE Transactions on Visualization and Computer Graphics (2024)
Steering Distortions to Preserve Classes and Neighbors in Supervised Dimensionality Reduction
Benoît Colange, Jaakko Peltonen, Michael Aupetit, Denys Dutykh, Sylvain Lespinats
Proceedings of NeurIPS (2020)
Multidimensional Projection for Visual Analytics: Linking Techniques with Distortions, Tasks, and Layout Enrichment
Luis Gustavo Nonato, Michael Aupetit
IEEE Transactions on Visualization and Computer Graphics (2019)