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Package: tPACE | ||
Type: Package | ||
Title: PACE package for Functional Data Analysis and Empirical Dynamics | ||
URL: https://github.com/hadjipantelis/tPACE | ||
Version: 0.0.0.9000 | ||
Date: 2015-05-22 | ||
Author: Dai, Hadjipantelis, Hao, Mueller and Wang | ||
Date: 2015-08-14 | ||
Author: Xiongtao Dai, | ||
Pantelis Z. Hadjipantelis, | ||
Hao Ji, | ||
Hans-Georg Mueller, | ||
Jane-Ling Wang | ||
Maintainer: Pantelis Z. Hadjipantelis <[email protected]> | ||
Description: PACE is a versatile package that provides implementation of various methods of Functional Data Analysis (FDA) and Empirical Dynamics. The core of this package is Functional Principal Component Analysis (FPCA), a key technique for functional data analysis, for sparsely or densely sampled random trajectories and time courses, via the Principal Analysis by Conditional Estimation (PACE) algorithm. PACE is useful for the analysis of data that have been generated by a sample of underlying (but usually not fully observed) random trajectories. It does not rely on pre-smoothing of trajectories, which is problematic if functional data are sparsely sampled. PACE provides options for functional regression and correlation, for Longitudinal Data Analysis, the analysis of stochastic processes from samples of realized trajectories, and for the analysis of underlying dynamics. | ||
Depends: R (>= 3.1.1), rARPACK, gtools, Hmisc, caret, plot3D, MASS, pracma, numDeriv | ||
Depends: R (>= 3.1.1) | ||
License: BSD_3_clause | ||
LazyData: false | ||
Imports: Rcpp (>= 0.11.5) | ||
Imports: Rcpp (>= 0.11.5), RcppEigen, rARPACK, gtools, Hmisc, caret, plot3D, MASS, pracma, numDeriv | ||
LinkingTo: Rcpp, RcppEigen | ||
Suggests: testthat, rgl | ||
NeedsCompilation: yes |
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exportPattern("^[[:alpha:]]+") | ||
useDynLib(tPACE) | ||
importFrom(Rcpp, evalCpp) | ||
importFrom("grDevices", "dev.new") | ||
importFrom("graphics", "abline", "barplot", "grid", "legend", "lines", | ||
"matplot", "par", "plot", "points") | ||
importFrom("stats", "approx", "cov", "dist", "lm", "median", "na.omit", | ||
"predict", "rnorm", "spline", "var") | ||
importFrom("utils", "installed.packages") | ||
# Generated by roxygen2 (4.1.1): do not edit by hand | ||
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export(FPCA) | ||
S3method(fitted, FPCA) | ||
S3method(print,FPCA) | ||
export(CheckData) | ||
export(CheckOptions) | ||
export(FPCA) | ||
export(FPCAder) | ||
export(createCorrPlot) | ||
export(createDesignPlot) | ||
export(createDiagnosticsPlot) | ||
export(createScreePlot) | ||
export(makePACEinputs) | ||
export(sparsify) | ||
export(wiener) | ||
import(Hmisc) | ||
import(MASS) | ||
import(Rcpp) | ||
import(RcppEigen) | ||
import(caret) | ||
import(gtools) | ||
import(plot3D) | ||
import(rARPACK) | ||
importFrom(numDeriv,grad) | ||
importFrom(pracma,meshgrid) | ||
importFrom(pracma,midpoint) | ||
importFrom(pracma,mod) | ||
importFrom(pracma,ones) | ||
importFrom(pracma,uniq) | ||
useDynLib(tPACE) |
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# TODO: Roxygen documentation | ||
#' @export | ||
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# This function creates the design plot of the data | ||
###### | ||
# Input: | ||
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# TODO: Roxygen documentation | ||
#' @export | ||
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createScreePlot <-function(ys){ | ||
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#' PACE: Principal Analysis by Conditional Expectation | ||
#' | ||
#' PACE package for Functional Data Analysis and Empirical Dynamics. | ||
#' | ||
#' PACE is a versatile package that provides implementation of various methods | ||
#' of Functional Data Analysis (FDA) and Empirical Dynamics. The core of this | ||
#' package is Functional Principal Component Analysis (FPCA), a key technique | ||
#' for functional data analysis, for sparsely or densely sampled random | ||
#' trajectories and time courses, via the Principal Analysis by Conditional | ||
#' Estimation (PACE) algorithm. PACE is useful for the analysis of data that | ||
#' have been generated by a sample of underlying (but usually not fully | ||
#' observed) random trajectories. It does not rely on pre-smoothing of | ||
#' trajectories, which is problematic if functional data are sparsely sampled. | ||
#' PACE provides options for functional regression and correlation, for | ||
#' Longitudinal Data Analysis, the analysis of stochastic processes from | ||
#' samples of realized trajectories, and for the analysis of underlying | ||
#' dynamics. | ||
#' | ||
#' Functions on creating, moving, plotting and summarizing BML models are | ||
#' provided in this package. For a list of functions provided in this package | ||
#' see \code{help(package='A4')}. | ||
#' | ||
#' @author | ||
#' Xiongtao Dai \email{dai@@ucdavis.edu}, | ||
#' Pantelis Z. Hadjipantelis \email{pantelis@@ucdavis.edu}, | ||
#' Hao Ji \email{haoji@@ucdavis.edu} | ||
#' | ||
#' Maintainer: Pantelis Z. Hadjipantelis \email{pantelis@@ucdavis.edu} | ||
#' | ||
#' @docType package | ||
#' @name tPACE | ||
#' @useDynLib tPACE | ||
#' @import rARPACK gtools Hmisc caret plot3D MASS Rcpp RcppEigen | ||
#' @importFrom numDeriv grad | ||
#' @importFrom pracma meshgrid midpoint mod ones uniq | ||
NULL |
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