cGAP: Generalized Association Plots with HOMALS-Guided Heatmaps for Visualization of High-Dimensional Categorical Data

arXiv:2607.15018 · stat.ML, cs.LG, stat.CO, stat.ME · Submitted 2026-07-16 · Read on arXiv

Chun-houh Chen, Shun-Chuan Chang, Chiun-How Kao, Yi-Ju Lee, Shang-Ying Shiu, Yin-Jing Tien, ShengLi Tzeng, Han-Ming Wu

stat.ML, cs.LG, stat.CO, stat.ME

Submitted: 2026-07-16

Comments: 23 pages, 9 figures, 3 tables

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Homogeneity — 8× in this paper · explained in 2 episodes
• Generalized Association Plot — 7× in this paper
• Clustering — 5× in this paper · explained in 2 episodes
• Interpretability — 5× in this paper · explained in 15 episodes
• Accuracy — 2× in this paper · explained in 1 episode
• Benchmark — 2× in this paper · explained in 2 episodes
• Embeddings — 2× in this paper · explained in 2 episodes
• Core — 1× in this paper · explained in 2 episodes
• Geometric interpretation — 1× in this paper · explained in 2 episodes
• Structural Properties — 1× in this paper · explained in 2 episodes
• Trace — 1× in this paper · explained in 2 episodes

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