Density Estimation under Constraints

作者: Peter Hall , Brett Presnell

DOI: 10.1080/10618600.1999.10474813

关键词:

摘要: Abstract We suggest a general method for tackling problems of density estimation under constraints. It is, in effect, particular form the weighted bootstrap, which resampling weights are chosen so as to minimize distance from empirical or uniform bootstrap distribution subject constraints being satisfied. A number treated examples. They include conditions on moments, quantiles, and entropy, latter device imposing qualitative such those unimodality “interestingness.” For example, without altering data amount smoothing, we may construct estimator that enjoys same mean, median, quartiles data. Different measures distance·give rise slightly different results.

参考文章(31)
Peter Hall, Sally C. Morton, On the estimation of entropy Annals of the Institute of Statistical Mathematics. ,vol. 45, pp. 69- 88 ,(1993) , 10.1007/BF00773669
Noel A. C. Cressie, Timothy R. C. Read, Goodness-of-Fit Statistics for Discrete Multivariate Data ,(1988)
Carlos M. Jarque, Anil K. Bera, A test for normality of observations and regression residuals International Statistical Review. ,vol. 55, pp. 163- 172 ,(1987) , 10.2307/1403192
P. Hall, B. Presnell, Intentionally biased bootstrap methods Journal of The Royal Statistical Society Series B-statistical Methodology. ,vol. 61, pp. 143- 158 ,(1999) , 10.1111/1467-9868.00168
B. W. SILVERMAN, G. A. YOUNG, The bootstrap: To smooth or not to smooth? Biometrika. ,vol. 74, pp. 469- 479 ,(1987) , 10.1093/BIOMET/74.3.469
Jerome H. Friedman, Werner Stuetzle, Anne Schroeder, PROJECTION PURSUIT DENSITY ESTIMATION Journal of the American Statistical Association. ,vol. 79, pp. 599- 608 ,(1984) , 10.1080/01621459.1984.10478086
Philip H. Ramsay, Multivariate density estimation : theory, practice, and visualization Technometrics. ,vol. 35, pp. 451- 452 ,(1993) , 10.1080/00401706.1993.10485361
Carlos M. Jarque, Anil K. Bera, Regression Residuals, General de Estadistica, A Test for Normality of Observations and ,(1987)
G. A. Young, Alternative smoothed bootstraps Journal of the royal statistical society series b-methodological. ,vol. 52, pp. 477- 484 ,(1990) , 10.1111/J.2517-6161.1990.TB01801.X