Package: FADPclust 1.1.1

Rui Ren

FADPclust: Functional Data Clustering Using Adaptive Density Peak Detection

An implementation of a clustering algorithm for functional data based on adaptive density peak detection technique, in which the density is estimated by functional k-nearest neighbor density estimation based on a proposed semi-metric between functions. The proposed functional data clustering algorithm is computationally fast since it does not need iterative process. (Alex Rodriguez and Alessandro Laio (2014) <doi:10.1126/science.1242072>; Xiao-Feng Wang and Yifan Xu (2016) <doi:10.1177/0962280215609948>).

Authors:Rui Ren [aut, cre], Kuangnan Fang [aut], Qingzhao Zhang [aut], Xiaofeng Wang [aut]

FADPclust_1.1.1.tar.gz
FADPclust_1.1.1.tar.gz(r-4.5-noble)FADPclust_1.1.1.tar.gz(r-4.4-noble)
FADPclust_1.1.1.tgz(r-4.4-emscripten)FADPclust_1.1.1.tgz(r-4.3-emscripten)
FADPclust.pdf |FADPclust.html✨
FADPclust/json (API)

# Install 'FADPclust' in R:
install.packages('FADPclust', repos = 'https://cloud.r-project.org')
Datasets:
  • simData1 - Simulated univariate functional data for method FADPclust
  • simData2 - Simulated multivariate functional data for method FADPclust

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1.00 score 1 stars 207 downloads 3 exports 78 dependencies

Last updated 2 years agofrom:0efe5255d8. Checks:1 OK, 2 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 27 2025
R-4.5-linuxNOTEMar 27 2025
R-4.4-linuxNOTEMar 27 2025

Exports:FADPclustFADPplotFADPsummary

Dependencies:abindashbitopsclasscliclustercodetoolscolorspaceDEoptimRdeSolvediptestdoParalleldotCall64evaluatefansifarverfdafda.uscfdsfieldsflexmixFNNforeachfpcfunDataggplot2gluegtablehdrcdehighrirlbaisobanditeratorskernlabKernSmoothknitrkskSampleslabelinglatticelifecyclelocfitmagrittrmapsMASSMatrixmclustMFPCAmgcvmodeltoolsmulticoolmunsellmvtnormnlmennetpcaPPpillarpkgconfigplyrprabcluspracmaR6rainbowRColorBrewerRcppRCurlrlangrobustbasescalesspamSuppDiststibbleutf8vctrsviridisLitewithrxfunyaml

Citation

To cite package ‘FADPclust’ in publications use:

Ren R, Fang K, Zhang Q, Wang X (2022). FADPclust: Functional Data Clustering Using Adaptive Density Peak Detection. R package version 1.1.1, https://CRAN.R-project.org/package=FADPclust.

Corresponding BibTeX entry: 

  @Manual{,
    title = {FADPclust: Functional Data Clustering Using Adaptive
      Density Peak Detection},
    author = {Rui Ren and Kuangnan Fang and Qingzhao Zhang and Xiaofeng
      Wang},
    year = {2022},
    note = {R package version 1.1.1},
    url = {https://CRAN.R-project.org/package=FADPclust},
  }