Abstract
In this letter, Constructive Neural Networks (CNN) is used in large-scale data mining. By introducing the principle and characteristics of CNN and pointing out its deficiencies, fuzzy theory is adopted to improve the covering algorithms. The threshold of covering algorithms is redefined. “Extended area” for test samples is built. The inference of the outlier is eliminated. Furthermore, “Sphere Neighborhood (SN)” are constructed. The membership functions of test samples are given and all of the test samples are determined accordingly. The method is used to mine large wireless monitor data (about 3×107 data points), and knowledge is found effectively.
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References
Jiawei Han, Micheline Kamber. Data Mining Concept and Techniques. Beijing, Higher Education Press, chapters 1 and 7.
Simon Haykin. Neural Networks: A Comprehensive Foundation. 2nd ed. Beijing, Tsinghua University Press, chapters 1, 4, 12 and 14.
Zhang Ling, Zhang Bo. A geometrical representation of McCulloch-Pitts neural model and its applications. IEEE Trans. on Neural Networks, 10(1994)4, 925–929.
L. Zhang, B. Zhang, H. F. Yin. An alternative covering design algorithm of multi-layer neural networks. Journal of Software, 10(1999)7, 737–742. 张铃, 张钹, 殷海峰. 多层前向网络的交叉覆盖设计算法. 软件学报, 10(1999)7, 737–742, (in Chinese).
Ming-rui Wu, Bo Zhang. A neural network algorithm for large scale pattern recognition problems. Journal of Software, 12(2001)6, 851–855, (in Chinese). 吴鸣锐, 张钹. 一种用于大规模模式识别问题的神经网络算法. 软件学报, 12(2001)6, 851–855, (in Chinese).
Ye Shaozhen, Zhang Bo, Wu Mingrui, Zheng Wenbo, A fuzzy classifier based on the constructive covering approach in neural networks, Journal of Software, 14(2003)3, 429–434, (in Chinese). 叶少珍, 张钹. 一种基于神经网络覆盖构造法的模糊分类器. 软件学报, 14(2003)3, 429–434.
R. R. Yager, L. A. Zadeh. An Introduction to Fuzzy Logic Application in Intelligent Systems. Kluwer Academic Publishers, 1992, chapters 2, 3 and 4.
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Supported by the National Natural Science Foundation of China (No.60135010); partially supported by the National Grand Fundamental Research 973 Program of China (No.G1998030509).
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Wang, L., Zhang, L. A data mining method based on constructive neural networks. J. of Electron.(China) 24, 133–137 (2007). https://doi.org/10.1007/s11767-006-0085-6
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DOI: https://doi.org/10.1007/s11767-006-0085-6