Enhancing data exploration with a branching history of user operations

被引:27
作者
Derthick, M [1 ]
Roth, SF
机构
[1] Carnegie Mellon Univ, Human Comp Interact Inst, Pittsburgh, PA 15213 USA
[2] Carnegie Mellon Univ, Inst Robot, Pittsburgh, PA 15213 USA
[3] Carnegie Mellon Univ, Human Comp Interact Inst, Pittsburgh, PA 15213 USA
关键词
undo; exploratory data analysis; context;
D O I
10.1016/S0950-7051(00)00101-5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Backtracking and investigating alternative scenarios are integral parts of exploratory data analysis. Yet today's interfaces cannot represent alternative exploration paths as a branching history, forcing the user to recognize conceptual branch points in a Linear history. Further, the interface can only show information from one state at a time, forcing users to rely on memory to compare scenarios. Our system includes a tree-structured visualization for navigating across time and scenarios. The visualization also allows browsing the history and selectively undoing/redoing events within a scenario or across scenarios. It uses the AI formalism of contexts to maintain multiple, possibly mutually inconsistent, knowledge base states. Cross-context formulas can be written for explicit scenario comparison, including visualizations of scenario differences. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:65 / 74
页数:10
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