Fast implementations of nonparametric curve estimators

@inproceedings{Fan1993FastIO,
  title={Fast implementations of nonparametric curve estimators},
  author={Jianqing Fan and J. S. lVIarron},
  year={1993}
}
Recent proposals for implementation of kernel based nonparametric curve estimators are seen to be faster than naive direct implementations by factors up into the hundreds. The main ideas behind two different approaches of this type are made clear. Careful speed comparisons in a variety of settings, and using a variety of machines and software is done. Various issues on computational accuracy and stability are also discussed. The fast methods are seen to be somewhat better than methods… CONTINUE READING

From This Paper

Figures, tables, and topics from this paper.

Citations

Publications citing this paper.

References

Publications referenced by this paper.
Showing 1-10 of 14 references

Discussion of "Local Regression: Automatic Kernel Carpentry", by Hastie and Loader

  • J. Fan, J. S. Marron
  • 1993
Highly Influential
5 Excerpts

Estimation of Integrated Squared Density Derivatives, Institute of Statistics, Mimeo Series #2053

  • B. K. Aldershof
  • 1991
Highly Influential
5 Excerpts

Applied Nonparametric Regression

  • W. HardIe
  • 1990
Highly Influential
5 Excerpts

A comparative study of several smoothing methods in density estimation", to appear in Computational Statistics and Data Analysis

  • R. Cao, A. Cuevas, W. Gonzales-Mantiega
  • 1993
1 Excerpt

Local Regression: Automatic Kernel Carpentry", to appear in Statistical Science

  • T. Hastie, Loader
  • 1993
2 Excerpts

Practical performance of severaldata driven bandwidth selectors" (with discussion

  • B. U. Park, B. A. Turlach
  • Computational
  • 1992
2 Excerpts

Smoothing by weighted averaging of shifted points

  • W. K. HardIe, D. W. Scott
  • Computational Statistics,
  • 1992
2 Excerpts

An efficient algorithm for the least squares cross-validation with symmetric and polynomial kernels", Communications in Statistics

  • B. G. Lee, B. C. Kim
  • 1990
2 Excerpts

Discretized and interpolated kernel density estimates

  • M. C. Jones
  • Journal of the American Statistical Association,
  • 1989
2 Excerpts

Discussion of "Linear smoothers and additive models

  • T. Gasser, A. Kneip
  • by Hastie and Tibshirani, Annals of Statistics,
  • 1989
2 Excerpts

Similar Papers

Loading similar papers…