Kernel Smoothing Methods. Hastie, T., R., T., & Friedman, J. The Elements of Statistical Learning. Springer New York Inc., New York, NY, USA, 2001.
bibtex   
@Inbook{Hastie_2001_15027,
  author = {Hastie, T. and Tibshirani R. and Friedman, J.},
 booktitle = {Springer Series in Statistics},
 chapter = {Kernel Smoothing Methods},
 publisher = {Springer New York Inc., New York, NY, USA},
 title = {The {E}lements of {S}tatistical {L}earning},
 year = {2001},
 title_with_no_special_chars = {The Elements of Statistical Learning}
}

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