categorical data visualization 1dimensionality reduction 1exploratory analysis 1heatmaps 1homals embedding 1
From the 1 of 2 linked papers with an AI index.
2 papers
stat.ME2026
Structure-Preserving Visualization of Complex Systems through Discrete Approximation: An Application to Argo Data
Shang-Ying Shiu, Fushing Hsieh, Ting-Li Chen
This paper presents a framework for constructing structure-preserving representations of complex systems through discrete approximation, and demonstrates its use in studying the ve…
stat.ML2026
cGAP: Generalized Association Plots with HOMALS-Guided Heatmaps for Visualization of High-Dimensional Categorical Data
Chun-houh Chen, Shun-Chuan Chang, Chiun-How Kao +5
The paper presents cGAP, a visualization framework that uses HOMALS embeddings and heatmaps to display high‑dimensional categorical data while preserving the original data matrix a…