Classes are not Clusters: Improving Label-based Evaluation of
Dimensionality Reduction

Classes are not Clusters: Improving Label-based Evaluation of Dimensionality Reduction

1 August 2023

Michaël Aupetit

Jinwook Seo

Papers citing "Classes are not Clusters: Improving Label-based Evaluation of Dimensionality Reduction"

5 / 5 papers shown

Title
Measuring the Validity of Clustering Validation Datasets Hyeon Jeon Michaël Aupetit DongHwa Shin Aeri Cho Seokhyeon Park Jinwook Seo 35 0 0 03 Mar 2025
Sanity Check for External Clustering Validation Benchmarks using Internal Validation Measures Hyeon Jeon Michaël Aupetit DongHwa Shin Aeri Cho Seokhyeon Park Jinwook Seo 24 4 0 20 Sep 2022
ClassSPLOM -- A Scatterplot Matrix to Visualize Separation of Multiclass Multidimensional Data Michaël Aupetit A. Ali 16 1 0 30 Jan 2022
Revisiting Dimensionality Reduction Techniques for Visual Cluster Analysis: An Empirical Study Jiazhi Xia Yuchen Zhang Jie Song Yang Chen Yunhai Wang Shixia Liu 29 46 0 06 Oct 2021
Measuring and Explaining the Inter-Cluster Reliability of Multidimensional Projections Hyeon Jeon Hyung-Kwon Ko Jaemin Jo Youngtaek Kim Jinwook Seo 46 17 0 16 Jul 2021