图 书 馆
Clusterhile：可视化聚类分析工具Clustrophile: A Tool for Visual Clustering Analysis |
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| 课程网址: | https://videolectures.net/videos/kdd2016_demiralp_clustering_anal... |
| 主讲教师: | Çağatay Demiralp |
| 开课单位: | KDD 2016研讨会 |
| 开课时间: | 2025-02-04 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | While clustering is one of the most popular methods for data mining, analysts lack adequate tools for quick, iterative clustering analysis, which is essential for hypothesis generation and data reasoning. We introduce Clustrophile, an interactive tool for iteratively computing discrete and continuous data clusters, rapidly exploring different choices of clustering parameters, and reasoning about clustering instances in relation to data dimensions. Clustrophile combines three basic visualizations – a table of raw datasets, a scatter plot of planar projections, and a matrix diagram (heatmap) of discrete clusterings – through interaction and intermediate visual encoding. Clustrophile also contributes two spatial interaction techniques, forward projection and backward projection, and a visualization method, prolines, for reasoning about two-dimensional projections obtained through dimensionality reductions. |
| 关 键 词: | 可视化聚类; 分析工具; 数据挖掘 |
| 课程来源: | 视频讲座网 |
| 数据采集: | 2025-02-27：liyq |
| 最后编审: | 2025-02-27：liyq |
| 阅读次数: | 6 |