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ks  

Kernel Smoothing
View on CRAN: Click here


Download and install ks package within the R console
Install from CRAN:
install.packages("ks")

Install from Github:
library("remotes")
install_github("cran/ks")

Install by package version:
library("remotes")
install_version("ks", "1.15.1")



Attach the package and use:
library("ks")
Maintained by
Tarn Duong
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2005-02-26
Latest Update: 2025-05-04
Description:
Kernel smoothers for univariate and multivariate data, with comprehensive visualisation and bandwidth selection capabilities, including for densities, density derivatives, cumulative distributions, clustering, classification, density ridges, significant modal regions, and two-sample hypothesis tests. Chacon & Duong (2018) .
How to cite:
Tarn Duong (2005). ks: Kernel Smoothing. R package version 1.15.1, https://cran.r-project.org/web/packages/ks. Accessed 10 Mar. 2026.
Previous versions and publish date:
1.2.1 (2005-03-07 12:16), 1.2 (2005-02-26 09:56), 1.3.1 (2005-04-28 08:19), 1.3.2 (2005-05-30 12:58), 1.3.3 (2005-09-15 15:26), 1.3.4 (2005-11-09 10:21), 1.3.5 (2005-12-20 08:57), 1.4.0 (2006-05-24 10:12), 1.4.1 (2006-06-23 18:14), 1.4.2 (2006-07-13 10:00), 1.4.3 (2006-09-29 12:51), 1.4.4 (2006-11-02 12:51), 1.4.5 (2007-01-05 14:21), 1.4.6 (2007-02-11 13:41), 1.4.7 (2007-03-06 13:03), 1.4.8 (2007-03-14 11:40), 1.4.9 (2007-03-19 20:54), 1.4.10 (2007-07-07 20:47), 1.4.11 (2007-08-01 12:49), 1.4.12 (2007-09-07 13:16), 1.5.0 (2007-10-04 14:35), 1.5.1 (2007-10-07 10:30), 1.5.2 (2007-10-14 11:48), 1.5.3 (2007-10-23 20:26), 1.5.4 (2007-10-24 12:22), 1.5.5 (2008-03-13 15:51), 1.5.6 (2008-07-05 18:31), 1.5.7 (2008-10-29 11:47), 1.5.8 (2008-11-06 11:45), 1.5.9 (2008-11-07 17:52), 1.5.10 (2009-01-09 20:21), 1.5.11 (2009-02-06 17:04), 1.6.0 (2009-02-16 15:55), 1.6.1 (2009-02-16 20:06), 1.6.2 (2009-03-11 17:32), 1.6.3 (2009-04-04 22:40), 1.6.5 (2009-06-23 10:28), 1.6.6 (2009-08-05 14:07), 1.6.7 (2009-10-05 17:02), 1.6.8 (2009-10-16 13:11), 1.6.9 (2010-01-29 08:53), 1.6.10 (2010-02-24 18:44), 1.6.11 (2010-03-09 20:59), 1.6.12 (2010-04-09 19:30), 1.6.13 (2010-06-11 16:54), 1.7.0 (2010-09-11 11:11), 1.7.1 (2010-09-14 13:51), 1.7.2 (2010-09-23 21:59), 1.7.3 (2010-10-08 10:00), 1.7.4 (2010-10-11 21:14), 1.8.0 (2011-01-04 17:39), 1.8.1 (2011-01-21 19:18), 1.8.2 (2011-05-19 15:55), 1.8.3 (2011-10-01 10:18), 1.8.4 (2011-11-04 21:30), 1.8.5 (2011-12-09 15:57), 1.8.6 (2012-02-15 13:57), 1.8.7 (2012-03-16 11:24), 1.8.8 (2012-05-25 11:36), 1.8.9 (2012-09-06 19:30), 1.8.10 (2012-09-20 00:14), 1.8.11 (2012-12-13 17:28), 1.8.12 (2013-03-25 14:04), 1.8.13 (2013-07-05 20:28), 1.9.0 (2014-03-27 12:04), 1.9.1 (2014-04-12 00:46), 1.9.2 (2014-04-22 19:24), 1.9.3 (2014-08-26 15:45), 1.9.4 (2015-03-07 00:56), 1.9.5 (2015-10-07 23:12), 1.10.0 (2015-10-23 01:29), 1.10.1 (2016-01-29 22:23), 1.10.2 (2016-03-03 14:16), 1.10.3 (2016-04-04 18:03), 1.10.4 (2016-06-25 19:07), 1.10.5 (2017-01-25 09:03), 1.10.6 (2017-03-20 13:00), 1.10.7 (2017-07-02 08:18), 1.11.0 (2018-01-16 19:32), 1.11.1 (2018-04-22 14:03), 1.11.2 (2018-06-09 17:46), 1.11.3 (2018-07-26 00:40), 1.11.4 (2019-02-20 23:20), 1.11.5 (2019-05-21 00:50), 1.11.6 (2019-11-04 07:00), 1.11.7 (2020-02-11 08:10), 1.12.0 (2021-02-07 06:50), 1.13.0 (2021-05-21 06:50), 1.13.1 (2021-06-01 18:40), 1.13.2 (2021-07-01 15:20), 1.13.3 (2021-12-17 04:30), 1.13.4 (2022-02-23 01:30), 1.13.5 (2022-04-14 23:22), 1.14.0 (2022-11-24 04:40), 1.14.1 (2023-08-10 20:50), 1.14.2 (2024-01-15 07:40), 1.14.3 (2024-09-20 19:00), 1.15.0 (2025-04-30 17:00)
Other packages that cited ks R package
View ks citation profile
Other R packages that ks depends, imports, suggests or enhances
Complete documentation for ks
Functions, R codes and Examples using the ks R package
Some associated functions: Hbcv . Hlscv . Hnm . Hns . Hpi . Hscv . air . binning . cardio . contour . grevillea . histde . hsct . ise.mixt . kcde . kcopula . kda . kdcde . kdde . kde.boundary . kde.local.test . kde . kde.test . kde.truncate . kdr . kfe . kfs . kms . kroc . ks-internal . ks-package . ksupp . mixt . plot.histde . plot.kcde . plot.kda . plot.kdde . plot.kde.loctest . plot.kde . plot.kde.part . plot.kfs . plot.kroc . plotmixt . pre.transform . quake . rkde . tempb . unicef . vector . vkde . worldbank . 
Some associated R codes: binning.R . deconv-kde.R . hist.R . integrate-kde.R . kcde.R . kcopula.R . kda.R . kdde.R . kde-boundary.R . kde-test.R . kde.R . kdr.R . kfe.R . kfs.R . kms.R . ksupp.R . mise.R . normal.R . prelim.R . selector.R . vkde.R .  Full ks package functions and examples
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