<scp>MapExplorer</scp> : New Content Generation from Low-Dimensional Visualizations

Low-dimensional visualizations, or "projection maps" are widely used in scientific research and creative industries to interpret largescale and complex datasets.These visualizations not only support the understanding of existing knowledge spaces but are often used implicitly to guide exploration into unknown areas.While such visualizations can be created through various methods such as TSNE or UMAP, there is no systematic way to leverage them for

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Publication Details

Published
2025-08-03
DOI
https://doi.org/10.1145/3711896.3737038
Primary Topic
Data Management and Algorithms
Type
article
Field-Weighted Citation Impact
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article

MapExplorer : New Content Generation from Low-Dimensional Visualizations

Dongsub Shim, Tolga Ergen, Qiaozhu Mei, Hua Xu et al.
Data Management and Algorithms
article

MapExplorer : New Content Generation from Low-Dimensional Visualizations

Dongsub Shim, Tolga Ergen, Qiaozhu Mei, Hua Xu, Yutong Xie, Ziyang Xiong, Xingjian Zhang, Honglak Lee, Sili Liu
article en

Abstract

Low-dimensional visualizations, or "projection maps" are widely used in scientific research and creative industries to interpret largescale and complex datasets.These visualizations not only support the understanding of existing knowledge spaces but are often used implicitly to guide exploration into unknown areas.While such visualizations can be created through various methods such as TSNE or UMAP, there is no systematic way to leverage them for

University of Michigan (US), Yale University (US), Michigan Medicine (US)
Openalex Percentile: Top 77%
Data Management and Algorithms
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<scp>MapExplorer</scp> : New Content Generation from Low-Dimensional Visualizations — Dongsub Shim, Tolga Ergen, et al. · (2025) | TGRS Research Map | TGRS