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 |
| Reference manual: | CKNNRLD.html , CKNNRLD.pdf |
| Package source: | CKNNRLD_0.1.4.tar.gz |
| Windows binaries: | r-devel: CKNNRLD_0.1.4.zip, r-release: CKNNRLD_0.1.2.zip, r-oldrel: CKNNRLD_0.1.4.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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