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tiltdens: Tilted and Data-Sharpened Nonparametric Density Estimation

High-order nonparametric density estimators built by perturbing a conventional kernel estimator, either by re-weighting the observations ("tilting") or by moving them ("data sharpening"). The perturbation is chosen so that the estimator inherits the fast convergence rate of an infinite-order kernel estimator, such as the sinc or trapezoidal flat-top estimator, while remaining a proper non-negative density without the oscillatory tails those estimators suffer from. Two criteria are provided: minimising the L2 distance to an infinite-order comparator, following Doosti and Hall (2016) <doi:10.1111/rssb.12112>, and minimising a cross-validation criterion that needs no comparator and is much faster, following Doosti, Hall and Mateu (2018) <doi:10.1016/j.jspi.2017.12.003>.

Version: 0.1.1
Depends: R (≥ 3.5.0)
Imports: graphics, stats, quadprog
Suggests: testthat (≥ 3.0.0), knitr, rmarkdown
Published: 2026-09-21
DOI: 10.32614/CRAN.package.tiltdens (may not be active yet)
Author: Hassan Doosti [aut, cre, cph]
Maintainer: Hassan Doosti <hassan.doosti at mq.edu.au>
BugReports: https://github.com/DoostiH/tiltdens/issues
License: MIT + file LICENSE
URL: https://github.com/DoostiH/tiltdens
NeedsCompilation: no
Language: en-GB
Materials: NEWS
CRAN checks: tiltdens results

Documentation:

Reference manual: tiltdens.html , tiltdens.pdf
Vignettes: Tilted and data-sharpened density estimation (source, R code)

Downloads:

Package source: tiltdens_0.1.1.tar.gz
Windows binaries: r-devel: not available, r-release: not available, r-oldrel: not available
macOS binaries: r-release (arm64): not available, r-oldrel (arm64): tiltdens_0.1.1.tgz, r-release (x86_64): tiltdens_0.1.1.tgz, r-oldrel (x86_64): tiltdens_0.1.1.tgz

Linking:

Please use the canonical form https://CRAN.R-project.org/package=tiltdens to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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