Elastic Functional Data Analysis


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Documentation for package ‘fdasrvf’ version 2.2.0

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fdasrvf-package Elastic Functional Data Analysis
align_fPCA Group-wise function alignment and PCA Extractions
beta MPEG7 Curve Dataset
bootTB Tolerance Bound Calculation using Bootstrap Sampling
boxplot.ampbox Functional Boxplot
boxplot.fdawarp Functional Boxplot
boxplot.phbox Functional Boxplot
calc_shape_dist Elastic Shape Distance
curve_depth Calculates elastic depth for a set of curves
curve_geodesic Form geodesic between two curves
curve_karcher_cov Curve Karcher Covariance
curve_karcher_mean Karcher Mean of Curves
curve_pair_align Pairwise align two curves
curve_principal_directions Curve PCA
curve_srvf_align Align Curves
curve_to_q Convert to SRVF space
elastic.depth Calculates elastic depth
elastic.distance Calculates two elastic distance
elastic.logistic Elastic Logistic Regression
elastic.lpcr.regression Elastic logistic Principal Component Regression
elastic.mlogistic Elastic Multinomial Logistic Regression
elastic.mlpcr.regression Elastic Multinomial logistic Principal Component Regression
elastic.pcr.regression Elastic Linear Principal Component Regression
elastic.prediction Elastic Prediction from Regression Models
elastic.regression Elastic Linear Regression
elastic_amp_change_ff Elastic Amplitude Changepoint Detection
elastic_change_fpca Elastic Changepoint Detection
elastic_ph_change_ff Elastic Phase Changepoint Detection
fdasrvf Elastic Functional Data Analysis
function_group_warp_bayes Bayesian Group Warping
function_mean_bayes Bayesian Karcher Mean Calculation
f_to_srvf Transformation to SRVF Space
gam_to_v map warping function to tangent space at identity
gauss_model Gaussian model of functional data
gradient Gradient using finite differences
growth_vel Berkeley Growth Velocity Dataset
horizFPCA Horizontal Functional Principal Component Analysis
im Example Image Data set
invertGamma Invert Warping Function
inv_exp_map map square root of warping function to tangent space
jointFPCA Joint Vertical and Horizontal Functional Principal Component Analysis
joint_gauss_model Gaussian model of functional data using joint Model
kmeans_align K-Means Clustering and Alignment
LongRunCovMatrix Long Run Covariance Matrix Estimation for Multivariate Time Series
multiple_align_functions Group-wise function alignment to specified mean
multivariate_karcher_mean Karcher Mean of Multivariate Functional Data
optimum.reparam Align two functions
outlier.detection Outlier Detection
pair_align_functions Align two functions
pair_align_functions_bayes Align two functions
pair_align_functions_expomap Align two functions using geometric properties of warping functions
pair_align_image Pairwise align two images This function aligns to images using the q-map framework
pcaTB Tolerance Bound Calculation using Elastic Functional PCA
predict.hfpca Elastic Prediction for functional PCA
predict.jfpca Elastic Prediction for functional PCA
predict.lpcr Elastic Prediction for functional logistic PCR Model
predict.mlpcr Elastic Prediction for functional multinomial logistic PCR Model
predict.pcr Elastic Prediction for functional PCR Model
predict.vfpca Elastic Prediction for functional PCA
q_to_curve Convert to curve space
reparam_curve Align two curves
reparam_image Find optimum reparameterization between two images
resamplecurve Resample Curve
rgam Random Warping
sample_shapes Sample shapes from model
simu_data Simulated two Gaussian Dataset
simu_warp Aligned Simulated two Gaussian Dataset
simu_warp_median Aligned Simulated two Gaussian Dataset using Median
smooth.data Smooth Functions
SqrtMean SRVF transform of warping functions
SqrtMeanInverse SRVF transform of warping functions
SqrtMedian SRVF transform of warping functions
srvf_to_f Transformation from SRSF Space
time_warping Alignment of univariate functional data
toy_data Distributed Gaussian Peak Dataset
toy_warp Aligned Distributed Gaussian Peak Dataset
vertFPCA Vertical Functional Principal Component Analysis
v_to_gam map shooting vector to warping function at identity
warp_f_gamma Warp Function
warp_q_gamma Warp SRSF