CKNNRLD: Clustering-Based K-Nearest Neighbor Regression for Longitudinal Data

Implements the 'CKNNRLD' algorithm (Clustering-Based K-Nearest Neighbor Regression for Longitudinal Data) for improving K-Nearest Neighbor ('KNN') regression on longitudinal data through cluster-based partitioning and localized prediction. Offers enhanced computational efficiency and accuracy for high-volume longitudinal datasets. The acronym 'KNN' stands for K-Nearest Neighbor. References: Loeloe MS, Tabatabaei SM, Sefidkar R, Mehrparvar AH, Jambarsang S (2025). "Boosting K-nearest neighbor regression performance for longitudinal data through a novel learning approach." BMC Bioinformatics, 26, 232. <doi:10.1186/s12859-025-06205-1>.

Version: 0.1.4
Depends: R (≥ 3.5.0)
Imports: Directional, graphics, Rfast
Published: 2026-06-09
DOI: 10.32614/CRAN.package.CKNNRLD
Author: Mohammad Sadegh Loeloe [aut, cre], Seyyed Mohammad Tabatabaei [aut], Reyhane Sefidkar [aut], Amir Houshang Mehrparvar [aut], Sara Jambarsang [aut, ths]
Maintainer: Mohammad Sadegh Loeloe <mslbiostat at gmail.com>
License: GPL-3
NeedsCompilation: no
Language: en-US
CRAN checks: CKNNRLD results

Documentation:

Reference manual: CKNNRLD.html , CKNNRLD.pdf

Downloads:

Package source: CKNNRLD_0.1.4.tar.gz
Windows binaries: r-devel: CKNNRLD_0.1.2.zip, r-release: CKNNRLD_0.1.2.zip, r-oldrel: CKNNRLD_0.1.2.zip
macOS binaries: r-release (arm64): CKNNRLD_0.1.4.tgz, r-oldrel (arm64): CKNNRLD_0.1.4.tgz, r-release (x86_64): CKNNRLD_0.1.4.tgz, r-oldrel (x86_64): CKNNRLD_0.1.4.tgz
Old sources: CKNNRLD archive

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