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A Treemap Based Method for Rapid Layout of Large Graphs

机译:基于TreeMAP的大图布局的方法

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Abstract graphs or networks are a commonly recurring data type in many fields. In order to visualize such graphs effectively, the graph must be laid out on the screen coherently. Many algorithms exist to do this, but many of these algorithms tend to be very slow when the input graph is large. This paper presents a new approach to the large graph layout problem, which quickly generates an effective layout. This new method proceeds by generating a clustering hierarchy for the graph, applying a treemap to this hierarchy, and finally placing the graph vertices in their associated regions in the treemap. It is ideal for interactive systems where operations such as semantic zooming are to be performed, since most of the work is done in the initial hierarchy calculation, and it takes very little work to recalculate the layout. This method is also valuable in that the resulting layout can be used as the input to an iterative algorithm (e.g., a force directed method), which greatly reduces the number of iterations required to converge to a near optimal layout.
机译:抽象图形或网络是许多字段中的通常重复的数据类型。为了有效地可视化这些图,图形必须连贯地布置在屏幕上。存在许多算法来执行此操作,但是当输入图大时,许多这些算法往往非常慢。本文介绍了大图布局问题的新方法,它很快产生有效的布局。此新方法通过为图形生成群集层次结构来进行,将TREEMAP应用于该层次结构,并最终将图形顶点放在TREEMAP中的相关区域中。它是用于执行诸如语义缩放等操作的交互系统的理想选择,因为大多数工作都在初始层次结构计算中完成,并且重新计算布局需要很少的工作。该方法也有价值,因为所得到的布局可以用作迭代算法(例如,一种力定向方法)的输入,这大大减少了收敛到近最佳布局所需的迭代次数。

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