Visualizing High-Dimensional Data: Advances in the Past Decade
Visualizing High-Dimensional Data: Advances in the Past Decade
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DOI：
10.1109/tvcg.2016.2640960
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发表时间：
2017-03-01
影响因子：
5.2
通讯作者：
Pascucci, Valerio
中科院分区：
文献类型：
--
作者：
Liu, Shusen;Maljovec, Dan;Pascucci, Valerio
大规模的模拟和传感设备与增加的计算资源相结合，已经产生了大型，复杂的高维数据集，用于研究众多研究领域的现象。可视化在探索此类数据集中起着重要作用。我们对过去十年的高维数据可视化的进步进行了全面的调查。我们旨在为数据实践者提供指导，以浏览最新进步的模块化视图，激发沿着丰富的可视化管道创建新的可视化，并确定未来的可视化研究机会。
Massive simulations and arrays of sensing devices, in combination with increasing computing resources, have generated large, complex, high-dimensional datasets used to study phenomena across numerous fields of study. Visualization plays an important role in exploring such datasets. We provide a comprehensive survey of advances in high-dimensional data visualization that focuses on the past decade. We aim at providing guidance for data practitioners to navigate through a modular view of the recent advances, inspiring the creation of new visualizations along the enriched visualization pipeline, and identifying future opportunities for visualization research.