Adaptive kernel density estimation

被引:111
作者
Van Kerm, Philippe [1 ]
机构
[1] CEPS INSTEAD, Esch Sur Alzette, Luxembourg
关键词
st0037; adaptive kernel density; local bandwidths; variability bands;
D O I
10.1177/1536867X0300300204
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
This insert describes the module akdensity. akdensity extends the official kdensity that estimates density functions by the kernel method. The extensions are of two types: akdensity allows the use of an "adaptive kernel" approach with varying, rather than fixed, bandwidths; and akdensity estimates pointwise variability bands around the estimated density functions.
引用
收藏
页码:148 / 156
页数:9
相关论文
共 9 条
[1]   ON BANDWIDTH VARIATION IN KERNEL ESTIMATES - A SQUARE ROOT LAW [J].
ABRAMSON, IS .
ANNALS OF STATISTICS, 1982, 10 (04) :1217-1223
[2]  
Bowman A. W., 1997, APPL SMOOTHING TECHN, V18
[3]  
Burkhauser RV, 1999, J APPL ECONOMET, V14, P253, DOI 10.1002/(SICI)1099-1255(199905/06)14:3<253::AID-JAE519>3.0.CO
[4]  
2-R
[5]  
Pagan A., 1999, NONPARAMETRIC ECONOM
[6]  
Salgado-Ugarte I. H., 1995, STATA TECHNICAL B RE, V5, P172
[7]  
Salgado-Ugarte IM, 1993, STATA TECHNICAL B, V16, P8
[8]   Exploring the use of variable bandwidth kernel density estimators [J].
Salgado-Ugarte, Isaias H. ;
Perez-Hernandez, Marco A. .
STATA JOURNAL, 2003, 3 (02) :133-147
[9]  
Silverman B. W., 1986, MONOGRAPHS STAT APPL, DOI DOI 10.1201/9781315140919