期刊文献+

粒度神经网络对数字语言的数据融合

Data Fusion of Numerical-Linguistic Based on Granular Neural Networks
下载PDF
导出
摘要 This paper presents a neural networks based knowledge discovery and data mining (KDDM) methodology based on granular computing, neural computing,fuzzy computing, linguistic computing, and pattern recognition. A granular neural network (GNN)is designed to deal with numerical-linguistic data fusion and granular knowledge discovery in numerical-linguistic databases. The GNN is able to learn internal granular relations between numerical-linguistic inputs and outputs, and predict new relation in a database. This paper presents a neural networks based knowledge discovery and data mining (KDDM) methodology based on granular computing, neural computing,fuzzy computing, linguistic computing, and pattern recognition. A granular neural network (GNN)is designed to deal with numerical-linguistic data fusion and granular knowledge discovery in numerical-linguistic databases. The GNN is able to learn internal granular relations between numerical-linguistic inputs and outputs, and predict new relation in a database.
出处 《计算机科学》 CSCD 北大核心 2002年第11期40-43,共4页 Computer Science
基金 国家自然科学基金(60133010) 863高技术研究发展计划项目
关键词 粒度神经网络 数字语言 数据融合 知识发现 数据挖掘 数据库 人工智能 Granular neural networks,Data fusion,Data mining, Knowledge discovery
  • 相关文献

参考文献9

  • 1Fayyad U M,Shapiro G P,et al. Advanced in knowledge discovery and date mining. California: AAAI/MIT press, 1996.1~ 35
  • 2LU Hongjun,Setiono Rudy,Liu Huan. Effective data mining using neural networks. IEEE Transactions on Knowldge and Data Engineering, 1996,8(6): 957~961
  • 3Lin T Y. Granular computing on binary relations I: Data mining and neighborhoodsystems. In Rough sets in Knowledge Discovery, A. Skoworn and L. Polkowski, Eds. Berlin. Germany:Springer-Verlage, 1998. 121 ~140
  • 4Jayashi Y, Nakai M. Automated exaction of fuzzy IF-THEN rules using neural networks. T. IEEE Japan, 1990,110-C(3): 198~206
  • 5ugeno M,Yasukawa T. A fuzzy logic based approach to qualitative modeling. IEEE Trans. Fuzzy Syst. ,1993,1:7~31
  • 6Yao Y Y. Granular computing using neighborhood systems. Engineering Design and Manufacturing, London,U. K. Springer-Verlag 1999. 539~553
  • 7Westphal C,Blaxton T. Data Mining Solutions-Methods and Tools for Solving Real-World Problems. New York:Wiley, 1998
  • 8Yao Y Y, Zhang N. Potential applications of granular computing in knowledge discovery and data mining. In:Proc. World Multiconf. Systemics, Cybernetics and Informatics ,Vol, 5,1999. 573~ 580
  • 9Zhang Y-Q,Kandel A. Compensatory Genetic Fuzzy Neural Netorks and Their applications,Ser. series in machine perception artificial intelligence, singapore : word scientific, 1998,30

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部