Package: ReMFPCA 1.0.0
ReMFPCA: Regularized Multivariate Functional Principal Component Analysis
Methods and tools for implementing regularized multivariate functional principal component analysis ('ReMFPCA') for multivariate functional data whose variables might be observed over different dimensional domains. 'ReMFPCA' is an object-oriented interface leveraging the extensibility and scalability of R6. It employs a parameter vector to control the smoothness of each functional variable. By incorporating smoothness constraints as penalty terms within a regularized optimization framework, 'ReMFPCA' generates smooth multivariate functional principal components, offering a concise and interpretable representation of the data. For detailed information on the methods and techniques used in 'ReMFPCA', please refer to Haghbin et al. (2023) <doi:10.48550/arXiv.2306.13980>.
Authors:
ReMFPCA_1.0.0.tar.gz
ReMFPCA_1.0.0.zip(r-4.5)ReMFPCA_1.0.0.zip(r-4.4)ReMFPCA_1.0.0.zip(r-4.3)
ReMFPCA_1.0.0.tgz(r-4.4-any)ReMFPCA_1.0.0.tgz(r-4.3-any)
ReMFPCA_1.0.0.tar.gz(r-4.5-noble)ReMFPCA_1.0.0.tar.gz(r-4.4-noble)
ReMFPCA_1.0.0.tgz(r-4.4-emscripten)ReMFPCA_1.0.0.tgz(r-4.3-emscripten)
ReMFPCA.pdf |ReMFPCA.html✨
ReMFPCA/json (API)
# Install 'ReMFPCA' in R: |
install.packages('ReMFPCA', repos = c('https://haghbinh.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/haghbinh/remfpca/issues
Last updated 1 years agofrom:aadedfc1d2. Checks:OK: 7. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Sep 16 2024 |
R-4.5-win | OK | Sep 16 2024 |
R-4.5-linux | OK | Sep 16 2024 |
R-4.4-win | OK | Sep 16 2024 |
R-4.4-mac | OK | Sep 16 2024 |
R-4.3-win | OK | Sep 16 2024 |
R-4.3-mac | OK | Sep 16 2024 |
Exports:basismfdBasismfdbimfdplotinprod_mfdinprod_mvmfdis.basismfdis.mfdis.mvbasismfdis.mvmfdlengthmeanmfdMfdmvbasismfdMvbasismfdmvmfdMvmfdnorm_mfdnorm_mvmfdplotremfpcaRemfpcasd
Dependencies:ashbitopscliclustercolorspacedeSolveexpmfansifarverfdafdsFNNggplot2gluegtablehdrcdeisobandkernlabKernSmoothkslabelinglatticelifecyclelocfitmagrittrMASSMatrixmclustmgcvmulticoolmunsellmvtnormnlmepcaPPpillarpkgconfigpracmaR6rainbowRColorBrewerRcppRCurlrlangscalestibbleutf8vctrsviridisLitewithr