期刊文献+

函数型数据分析若干方法 被引量:2

Several Methods of Functional Data Analysis
下载PDF
导出
摘要 函数型数据分析是一种新型的统计学分析方法,它是统计学研究领域一个非常重要的热点话题,首次提出这个概念的是一名加拿大学者。函数型分析方法对数据进行有利描述,并且会主动突出不同特征的数据从而进行直观展示,它还可以通过输入自变量信息进而解释输出因变量的变化情况等。随着大数据时代的发展,函数型数据分析已经被应用到医学诊断、气象报告、儿童增长分析、笔记识别、脑电数据分析等等方面。本文主要介绍了函数型数据的概念、模型以及关于函数型数据分析的若干方法等。通过了解、分析进一步直观感受函数型数据分析方法的绝妙之处。 Functional data analysis is a new type of statistical analysis method.It is a very important hot topic in the field of statis⁃tical research.It was a Canadian scholar who first proposed this concept.The functional analysis method provides a favorable descrip⁃tion of the data,and will actively highlight the data with different characteristics for visual display.It can also explain the changes in the output dependent variable by inputting Information about independent variables.With the advent of the big data era,functional data analysis is suitable for medical diagnosis,weather reports,child growth analysis,note recognition,EEG data analysis,and so on.This article mainly introduces the concept and model of functional data and several methods of functional data analysis.Through under⁃standing and analysis,you can further intuitively feel the wonderfulness of the functional data analysis method.
作者 靳雪晴 Jin Xueqing(College of Mathematic and Computer,Tongling College of Education,Tongling 244000)
出处 《现代计算机》 2021年第34期77-80,共4页 Modern Computer
基金 安徽省大学生创新创业计划项目(s202010383235)。
关键词 函数型数据 最小二乘估计 主成分分析 回归模型 functional data least squares estimation principal component analysis regression model
  • 相关文献

参考文献3

二级参考文献34

  • 1王松桂.线性模型的理论与应用[M].合肥:安徽教育出版社,1986.
  • 2William H.Greene,"Econometric Analysis"(Fourth Edition),北京:清华大学出版社.2001.
  • 3J.O.Ramsay,C.J.Dalzell (1991),"Some Tools for Functional Data Analysis"[J].Journal of the Royal Statistical Society.Series B (Mthodological),Vol.53,Issue 3,539-572.
  • 4J.O.Ramsay,Xiaochun Li (1998),"Curve registration"[J].Journal of the Royal Statistical Soc.B 60,Part 2,351-363.
  • 5J.O.Ramsay,B.W.Silverman (1997),"Functional Data Analysis",Springer.
  • 6J.O.Ramsay,B.W.Silverman (2002),"Applied Functional Data Analysis:Methods and Case Studies",Springer.
  • 7J.O.Ramsay,B.W.Silverman(2001),"Functional Data Analysis"[J].International Encyclopedia of the Social & Behavioral Sciences,Elseview Science Ltd.5822-5828.
  • 8J.O.Ramsay,B.W.Silverman (2005),"Functional Data Analysis"(Second Edition),Springer.
  • 9Sik-Yum Lee,Wenyang Zhang and Xin-Yuan Song(2002),"Estimating the Covariance Function with Functional Data"[J].British Journal of Mathematical and Statistical Psychology,55,247-261.
  • 10P.Craven,G.Wahba (1979),"Smoothing Noisy Data with Spline Functions:Estimating the correct Degree of Smoothing by the Method of Generalized Cross-Validation"[J],Numerische Mathematik,31,377-403.

共引文献57

同被引文献9

引证文献2

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