期刊文献+

主曲线方法在交通安全数据分析中的应用 被引量:1

Application of Principal Curve to Data Analysis of Traffic Safety
下载PDF
导出
摘要 针对交通安全数据的非参数性,将主曲线方法应用于交通安全数据分析。通过未知分布数据集的HS主曲线算法对交通安全数据进行分析后,得到一条通过数据集合中间的曲线,来描述该数据集合的特征,以此作为执行管理标准的依据。研究表明,交通安全数据集的主曲线能够较好的描述出数据本身所具有的非线性关系,可以作为执行管理标准的依据。 On the basis of the nonparametric feature of traffic safety data, principal curve was applied to analyzing the tremendous traffic safety data in this paper. A curve getting across the middle of the data set was acquired through the analysis of traffic safety data by the HS principal curve algorithm of unknown distributed data set. Research result shows that the principal curve, passing through the middle of traffic safety data set, can well describe non-linearity of those data, and can be regarded as the reference of performing management standards. Furthermore, a practical case shows that principal curve has a promising application in traffic safety.
机构地区 同济大学
出处 《交通与计算机》 2007年第2期19-22,共4页 Computer and Communications
关键词 主曲线 交通安全 安全运营管理 数据分析 principal curve traffic safety operation safety management data analysis
  • 相关文献

参考文献6

  • 1张军平,王珏.主曲线研究综述[J].计算机学报,2003,26(2):129-146. 被引量:62
  • 2王真.主曲线算法的研究与分析.上海:同济大学,2005.. 被引量:1
  • 3Tibshirani R.Principal curves revisited.Statistics and Computation,1992(2):183-190 被引量:1
  • 4Hastie T.Principal curves and surfaces.Laboratory for computational Statistics Stanford University,Department of Statistics Technical Report 11,1984 被引量:1
  • 5Hastie T,Stuetzle W.Principal curves.Journal of the American Statistical Association,1989,84(406):502-516 被引量:1
  • 6王真,苗夺谦,张红云.HS主曲线的数学特性[J].计算机科学,2005,32(1):185-186. 被引量:2

二级参考文献45

  • 1Gnanadesikan R, Wilk M B. Data analytic methods in multivariate statistical analysis. In:Krisnaiah P R,ed. Multivariate analysis,1966, 2 被引量:1
  • 2Srivastava J N. An information approach to dimensionality analysis and curved manifold clustering. In:Krisnaiah PR, ed. , Multivariate analysis, 1972,3 被引量:1
  • 3Yohai V J,Ackermann W,Haigh C. Nonlinear principal components. Quality and Quantity, 1985,19: 53~69 被引量:1
  • 4Koyak R. On measuring internal dependence in a set of random variables. Annals of Statistics, 1987,15:1215~1228 被引量:1
  • 5Gifi A. Nonlinear Multivariate Analysis. New York: John Wiley,1990 被引量:1
  • 6Duchamp T, Stuetzle W. Geometric properties of principal curves in the plane. Robust Statistics, Data Analysis, and Computer Intensive Mehtods. New York :Springer Press,1996,109:135~152 被引量:1
  • 7Kegl B. Principal curves : Learning, design, and applications:[Ph D dissertation ]. Concordia University. Canada, 1999 被引量:1
  • 8Delicado P. Another look at principal curves and surfaces. Journal of Multivariate Analysis, 2001,77(1) :84~116 被引量:1
  • 9Hastie T, Stuetzle W. Principal curves. Journal of the American Statistical Association, 1988,84(406) :502~516 被引量:1
  • 10Tikhonov A N, Arsenin V Y. Solution of Ill-Posed Problems. New York: Wiley, 1977 被引量:1

共引文献61

同被引文献1

引证文献1

二级引证文献6

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