In scientific visualization, scalar fields are often compared through edit distances between their merge trees. Typical tasks include ensemble analysis, feature tracking and symmetry or periodicity detection. Tree edit distances represent how one tree can be transformed into another through a sequence of simple edit operations: relabeling, insertion and deletion of nodes. In this paper, we present a new set of edit operations working directly on the merge tree as an geometrical or topological object: the represented operations are deformation retractions and inverse transformations on merge trees, which stands in contrast to other methods working on branch decomposition trees. We present a quartic time algorithm for the new edit distance, which is branch decomposition-independent and a metric on the set of all merge trees.
翻译:在科学可视化中,标量字段往往通过在合并树之间编辑距离来比较。典型的任务包括组合分析、特征跟踪和对称或周期性检测。树编辑距离代表了通过简单的编辑操作序列将一棵树转化为另一棵树的方式:重新标签、插入和删除节点。在本文中,我们展示了一套新的编辑操作,直接在合并树上作为几何或地形物体进行:代表的操作是合并树上的变形反射和反向变形,这与分支分解树的其他方法不同。我们为新的编辑距离提供了一种定量时间算法,即分支脱形和所有合并树组的矩阵。