1. Introduction

Journal: IEEE Transactions on Visualization and Computer Graphics
Author: Chenhui Li, George Baciu, Yunzhe Wang, Junjie Chen, and Changbo Wang
Year: 2021
ISBNs, DOls, PMIDs, or arXiv IDs:

DOI: 10.1109/TVCG.2021.3114762
Cite: C. Li, G. Baciu, Y. Wang, J. Chen and C. Wang, “DDLVis: Real-time Visual Query of Spatiotemporal Data Distribution via Density Dictionary Learning,” in IEEE Transactions on Visualization and Computer Graphics, vol. 28, no. 1, pp. 1062-1072, Jan. 2022, doi: 10.1109/TVCG.2021.3114762.
Reportor: 廖集秀
Attachment: pdf

2. Figures

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3. Summary

使用PKDE得到密度图后,通过密度字典学习压缩为稀疏代码,从而实现高效率低内存的时空数据分布的可视化实时查询系统。

4. Main Points

  1. 一种基于基于峰值的聚类可变核密度估计方法PKDE
  2. 一种将字典学习应用于时间密度图的学习方法
  3. 一个融合多种交互方式的时空数据分布查询系统

DDLVis.pptx