A SIMULATION STUDY OF SOME NONPARAMETRIC REGRESSION-ESTIMATORS

被引:7
|
作者
TALWAR, PP [1 ]
机构
[1] UNIV ALBERTA,DEPT FINANCE & MANAGEMENT SCI,EDMONTON T6G 2R6,AB,CANADA
关键词
ARCH; HETEROSCEDASTICITY; HEAVY TAILS; ROBUST; SIMULATION; SECURITY PRICE; CAPM;
D O I
10.1016/0167-9473(93)90259-V
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We study the performance of the Theil type estimators when observations are generated from the models which have been suggested in the finance literature to fit security price data. In the simulation study, the distributions chosen as models for the error term in regression equations are: standard normal, ''t'' with 4 degrees of freedom, symmetric stable and chi-square with 4 degrees of freedom. In addition, some heteroscedastic models (unconditional as well as ARCH) are also included in the simulation study.
引用
收藏
页码:309 / 327
页数:19
相关论文
共 50 条
  • [41] On the Performance of Jackknife Based Estimators for Ridge Regression
    Shah, Ismail
    Sajid, Faiza
    Ali, Sajid
    Rehman, Amjad
    Bahaj, Saeed Ali
    Fati, Suliman Mohamed
    IEEE ACCESS, 2021, 9 (09): : 68044 - 68053
  • [42] Testing for additivity in nonparametric heteroscedastic regression models
    Zambom, Adriano Zanin
    Kim, Jongwook
    JOURNAL OF NONPARAMETRIC STATISTICS, 2020, 32 (03) : 793 - 813
  • [43] On the estimation of a monotone conditional variance in nonparametric regression
    Dette, Holger
    Pilz, Kay
    ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 2009, 61 (01) : 111 - 141
  • [44] On application of nonparametric regression estimation to options pricing
    Kohler, Michael
    Krzyiak, Adam
    Walk, Harro
    2009 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY, VOLS 1- 4, 2009, : 1579 - +
  • [45] Testing heteroscedasticity by wavelets in a nonparametric regression model
    IP Waicheung
    Science in China(Series A:Mathematics), 2006, (09) : 1211 - 1222
  • [46] Cross-validation in nonparametric regression with outliers
    Leung, DHY
    ANNALS OF STATISTICS, 2005, 33 (05): : 2291 - 2310
  • [47] Testing heteroscedasticity by wavelets in a nonparametric regression model
    Yuan Li
    Heung Wong
    Waicheung Ip
    Science in China Series A: Mathematics, 2006, 49 : 1211 - 1222
  • [48] A nonparametric hypothesis test for heteroscedasticity in multiple regression
    Zambom, Adriano Z.
    Kim, Seonjin
    CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2017, 45 (04): : 425 - 441
  • [49] On the estimation of a monotone conditional variance in nonparametric regression
    Holger Dette
    Kay Pilz
    Annals of the Institute of Statistical Mathematics, 2009, 61 : 111 - 141
  • [50] Testing heteroscedasticity by wavelets in a nonparametric regression model
    Li Yuan
    Wong Heung
    Ip Waicheung
    SCIENCE IN CHINA SERIES A-MATHEMATICS, 2006, 49 (09): : 1211 - 1222