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sharpData

Data Sharpening

v1.4 · Mar 30, 2021 · Unlimited

Description

Functions and data sets inspired by data sharpening - data perturbation to achieve improved performance in nonparametric estimation, as described in Choi, E., Hall, P. and Rousson, V. (2000). Capabilities for enhanced local linear regression function and derivative estimation are included, as well as an asymptotically correct iterated data sharpening estimator for any degree of local polynomial regression estimation. A cross-validation-based bandwidth selector is included which, in concert with the iterated sharpener, will often provide superior performance, according to a median integrated squared error criterion. Sample data sets are provided to illustrate function usage.

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CRAN incoming feasibility

Maintainer: ‘W.J. Braun <john.braun@ubc.ca>’

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  Authors@R: c(person(given = c("W.", "John"),
                      family = "Braun",
                      role = "aut",
                      email = "john.braun@ubc.ca"),
               person(given = "W.J.",
                      family = "Braun",
                      role = "cre",
                      email = "john.braun@ubc.ca"))
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NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘W.J. Braun <john.braun@ubc.ca>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = c("W.", "John"),
                      family = "Braun",
                      role = "aut",
                      email = "john.braun@ubc.ca"),
               person(given = "W.J.",
                      family = "Braun",
                      role = "cre",
                      email = "john.braun@ubc.ca"))
as necessary.

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NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘W.J. Braun <john.braun@ubc.ca>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = c("W.", "John"),
                      family = "Braun",
                      role = "aut",
                      email = "john.braun@ubc.ca"),
               person(given = "W.J.",
                      family = "Braun",
                      role = "cre",
                      email = "john.braun@ubc.ca"))
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘W.J. Braun <john.braun@ubc.ca>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = c("W.", "John"),
                      family = "Braun",
                      role = "aut",
                      email = "john.braun@ubc.ca"),
               person(given = "W.J.",
                      family = "Braun",
                      role = "cre",
                      email = "john.braun@ubc.ca"))
as necessary.

Dependency Network

Dependencies Reverse dependencies KernSmooth quadprog sharpData

Version History

new 1.4 Mar 10, 2026
updated 1.4 ← 1.3 diff Mar 29, 2021
updated 1.3 ← 1.2 diff Jan 15, 2021
updated 1.2 ← 1.1 diff Aug 18, 2019
new 1.1 Aug 1, 2019