Cluster aware Star Coordinates
文献类型：期刊论文
| 作者 | Yunhai Wang; Kang Feng; Ying Zhao; Chi-Wing Fu; Zhanglin Cheng; Baoquan Chen |
| 刊名 | JOURNAL OF VISUAL LANGUAGES AND COMPUTING
 |
| 出版日期 | 2018 |
| 文献子类 | 期刊论文 |
| 英文摘要 | Star coordinates is an important visualization tool for exploring high-dimensional data. By carefully manipulating the star-coordinate axes, users can obtain a good projection matrix to reveal the cluster structures in the high-dimensional data. However, finding a good projection matrix through axes manipulation is often a very tedious and trial-and-error process. This paper presents cluster aware star coordinates plot, which not only improves the efficiency of axes manipulation with higher cluster quality, but also enables users to learn the relations between cluster and data attributes. Based on the proposed approximated visual silhouette index, we introduce the silhouette index view, which interactively informs the user of the cluster quality of the projection. However, the user may still have no clue on how to manipulate the axes to improve the cluster quality. To resolve this issue, we propose a dimensionality reduction technique for visualization to progressively modify the projection matrix and improve the cluster results. Through this technique including a family of cluster-aware interactions, users can highlight important features of interest, such as points, clusters and dimensions, effectively investigate the change of cluster structures, and steer their relationship with the dimensions. In the end, we employ twelve high-dimensional data sets and demonstrate the effectiveness of our method through a series of experiments: comparison with state-of-the-art methods, interactive outlier detection, and exploration of cluster-dimension relationship. |
| URL标识 | 查看原文 |
| 语种 | 英语 |
| WOS记录号 | WOS:000430785000003 |
| 源URL | [http://ir.siat.ac.cn:8080/handle/172644/12445]  |
| 专题 | 深圳先进技术研究院_数字所 |
| 作者单位 | JOURNAL OF VISUAL LANGUAGES AND COMPUTING |
| 推荐引用方式 GB/T 7714 | Yunhai Wang,Kang Feng,Ying Zhao,et al. Cluster aware Star Coordinates[J]. JOURNAL OF VISUAL LANGUAGES AND COMPUTING,2018. |
| APA | Yunhai Wang,Kang Feng,Ying Zhao,Chi-Wing Fu,Zhanglin Cheng,&Baoquan Chen.(2018).Cluster aware Star Coordinates.JOURNAL OF VISUAL LANGUAGES AND COMPUTING. |
| MLA | Yunhai Wang,et al."Cluster aware Star Coordinates".JOURNAL OF VISUAL LANGUAGES AND COMPUTING (2018). |
入库方式： OAI收割
来源：深圳先进技术研究院
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