期刊文献+

用于心电波形分析的相似性度量策略 被引量:16

Similarity Measurement Strategie for ECG Waveform Analysis
下载PDF
导出
摘要 为表现2个形态相似的心电波形在临界点上的差别程度,根据心电波形的自身特点,提出一种基于Hausdorff距离的分段加权策略。设计心电波形的分类算法,利用包容度描述不同度量方法在相似波形临界点的状况。实验数据显示,该策略的平均分类敏感度大于90%。结果表明,与其他度量方法相比,该策略的分类准确率高、包容度强。 In order to perform differences between two similar Electrocardiogram(ECG) waves on partition points,a method based on Haussdorff distance is proposed according to wave characteristics.This method differentiates the critical point among different kinds of ECG waves.A description method named inclusive degree is proposed based on repeated experiments.This method is used to describe situations about similar waves in the vicinity of partition points among different measurement methods.Experimental results show that the average classification sensitivity of this measurement method is above 90%.Comparing with other measurement methods,the result shows that the method has the better discrimination.
出处 《计算机工程》 CAS CSCD 北大核心 2011年第9期263-265,共3页 Computer Engineering
基金 天津市自然科学基金资助项目(10JCYBJC00700) 天津市科学与高等教育发展基金资助项目(SB20080044)
关键词 相似性度量 心电图 Hausdroff距离 包容度 similarity measurement Electrocardiogram(ECG) Hausdorff distance inclusive degree
  • 相关文献

参考文献6

  • 1曹忠升,薛梅艳.基于决策树的软件分类方法[J].计算机工程,2008,34(1):56-58. 被引量:6
  • 2Osowski S,Hoai L T.Analysis of Features for Efficient ECG Signal Classification Using Neuro-fuzzy Network[C]//Proc.of IEEE International Joint Conference on Neural Network.Cracow,Poland:IEEE Press,2004:2443-2448.
  • 3Zhao Yong,Hong Wenxue,Xu Yonghong,et al.ECG Beats Classification Based on Ensemble Feature Composed of Independent Components and QRS Complex Width[C]//Proc.of International Conference on Computer Science and Software Engineering.Wuhan,China:[s.n.],2008:868-871.
  • 4Ghongade R,Ghatol A.A Robust and Reliable ECG Pattern Classification Using QRS Morphological Features and ANN[C]//Proc.of TENCON'08.Hyderabad,India:[s.n.],2008:1-6.
  • 5刘宝生,闫莉萍,周东华.几种经典相似性度量的比较研究[J].计算机应用研究,2006,23(11):1-3. 被引量:44
  • 6Shnhram M,Nayebi K.ECG Beat Classification Based on a Cross-distance Analysis[C]//Proc.of Signal Processing and Its Application.Kula Lumpur,Malaysia:[s.n.],2001:234-237.

二级参考文献12

  • 1曹菲,杨小冈,缪栋,张云鹏.景象匹配制导基准图选定准则研究[J].计算机应用研究,2005,22(5):137-139. 被引量:15
  • 2杨小冈,曹菲,缪栋,张云鹏.基于相似度比较的图像灰度匹配算法研究[J].系统工程与电子技术,2005,27(5):918-921. 被引量:31
  • 3孙仲康,沈振康.数孝蚓像处理及其应用[M].北京:国防工业出版社.1985.
  • 4Zitova B, Flusser J, Image Registration Methods : A Survey[J]. Image and Vision Computing, 2003, 21 ( 11 ) : 977-1000.
  • 5Lisa G B. A Survey of Image Registration Techniques [ J]. ACM Computing Surveys, 1992, 24(4) : 325-376.
  • 6Zhang J, Korfhage R R. A Distance and Angle Similarity Measure Method[J]. Journal of the American Society for Information Science,1999, 50(9):772-778.
  • 7Gutmann R L. Course Quantization Techniques for Correlation Navigation[C]. New Orleans:Proceedings of the IEEE Conference on Decision and Control, 1977.1199-1202.
  • 8Han Jiawei,Kamber M.数据挖掘:概念与技术[M].北京:机械工业出版社,2001.
  • 9Mehta M,Agrawal R,Rissancn J.SLIQ:A Fast Scalable Classifier for Data Mining[C]//Proc.of the 5th Int'l Conf.on Extending Database Technology.Avignon,France:[s.n.],1996.
  • 10Clinkenbeard R A,Xin Feng.An Unsupervised Learning and Fuzzy Approach for Software Category Identification and Capacity Planning[J].IEEE Neural Networks,1992,3(7):358.

共引文献48

同被引文献202

引证文献16

二级引证文献133

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