一种解决层次聚类问题的DNA模型

Hongyan Zhang, Xiaoming Yu, Yi Zhai
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引用次数: 1

摘要

分层聚类算法是应用广泛的聚类算法之一。分层聚类算法的典型特点是寻找“最短”模式。但并不能保证每次添加最短的模式就能找到全局最优结果。在本文中,我们使用DNA计算来解决这个问题。因为在DNA链的结扎过程中,生物反应的特点是将所有可能的单DNA链结合成最短的双DNA链。针对层次聚类问题,提出了一种带有编码策略和DNA计算算法的DNA模型。我们将该算法用于解决实际问题——零售商的区域划分问题。虽然我们使用计算机模拟生化反应,但在不久的将来,我们将在生物实验室中执行该算法。
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A DNA model for solving the hierarchical clustering problem
The hierarchical clustering algorithm is one of the clustering algorithms used widely. The typical character of the hierarchical clustering algorithm is to find the “shortest” patterns. But it is not to ensure that to find the global optimal result by adding the shortest pattern each time. In this paper, we use DNA computing to solve this problem. Because during the ligation of the DNA strands, the bio-reaction's character is to combine all the possible single DNA strands into the shortest double DNA strand. We propose a DNA model with the coding strategy and DNA computing algorithm for the hierarchical clustering problem. we use this algorithm to solve the real problem - the retailer's region partition problem. Although we use the computer to simulate the bio-chemical reactions, we will execute this algorithm in the biological lab in the near future.
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