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ART-based Hierarchical Clustering Algorithm Using Quadratic Junction Neural Networks
使用二次连接神经网络的基于ART的分层聚类算法

Keywords: Neural network,Cluster analysis,Unsupervised learning,Algorithm
神经网络
,聚类分析,非监督学习,算法

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Abstract:

In this paper, structure and properties of neural networks with quadratic junction are presented. Unsupervised learning rules about the neural networks are given. Using this kind of neural networks, an ART-based hierarchical clustering algorithm is suggested. The time and space complexity of the algorithm is discussed. A 2-D artificial data set is used to illustrate and compare the effectiveness of the proposed algorithm and K-means algorithm.

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