funcharts1.5.0 package

Functional Control Charts

AMFEWMA_PhaseI

Adaptive Multivariate Functional EWMA control chart - Phase I

AMFEWMA_PhaseII

Adaptive Multivariate Functional EWMA control chart - Phase II

cbind_mfd

Bind variables of two Multivariate Functional Data Objects

plot_control_charts

Plot control charts

cont_plot

Produce contribution plots

control_charts_pca_mfd_real_time

Real-time T2 and SPE control charts for multivariate functional data

control_charts_pca

T2 and SPE control charts for multivariate functional data

control_charts_sof_pc_real_time

Real-time scalar-on-function regression control charts

control_charts_sof_pc

Control charts for monitoring a scalar quality characteristic adjusted...

data_sim_mfd

Simulate multivariate functional data

fof_pc_real_time

Get a list of function-on-function linear regression models estimated ...

fof_pc

Function-on-function linear regression based on principal components

funcharts-package

funcharts: Functional Control Charts

functional_filter

Finds functional componentwise outliers

get_mfd_array_real_time

Get a list of functional data objects each evolving up to an intermedi...

get_mfd_array

Get Multivariate Functional Data from a three-dimensional array

rbind_mfd

Bind replications of two Multivariate Functional Data Objects

get_mfd_df_real_time

Get a list of functional data objects each evolving up to an intermedi...

get_mfd_df

Get Multivariate Functional Data from a data frame

get_mfd_fd

Convert a fd object into a Multivariate Functional Data object.

get_mfd_list_real_time

Get a list of functional data objects each evolving up to an intermedi...

get_mfd_list

Get Multivariate Functional Data from a list of matrices

get_ooc

Get out of control observations from control charts

get_outliers_mfd

Get outliers from multivariate functional data

get_sof_pc_outliers

Get possible outliers of a training data set of a scalar-on-function r...

inprod_mfd_diag

Inner product of two multivariate functional data objects, for each ob...

inprod_mfd

Inner products of functional data contained in mfd objects.

is.mfd

Confirm Object has Class mfd

lines_mfd

Add the plot of a new multivariate functional data object to an existi...

mfd

Define a Multivariate Functional Data Object

norm.mfd

Norm of Multivariate Functional Data

pca_mfd_real_time

Get a list of multivariate functional principal component analysis mod...

pca_mfd

Multivariate functional principal components analysis

plot_bifd

Plot a Bivariate Functional Data Object.

plot_bootstrap_sof_pc

Plot bootstrapped estimates of the scalar-on-function regression coeff...

plot_control_charts_real_time

Plot real-time control charts

plot_mfd

Plot a Multivariate Functional Data Object.

plot_mon

Plot multivariate functional object over the training data set

plot_pca_mfd

Plot the harmonics of a pca_mfd object

predict_fof_pc

Use a function-on-function linear regression model for prediction

predict_sof_pc

Use a scalar-on-function linear regression model for prediction

regr_cc_fof_real_time

Real-time functional regression control chart

regr_cc_fof

Functional Regression Control Chart

regr_cc_sof_real_time

Real-time Scalar-on-Function Regression Control Chart

regr_cc_sof

Scalar-on-Function Regression Control Chart

RoMFCC_PhaseI

Robust Multivariate Functional Control Charts - Phase I

RoMFCC_PhaseII

Robust Multivariate Functional Control Charts - Phase II

RoMFDI

Robust Multivariate Functional Data Imputation (RoMFDI)

rpca_mfd

Robust multivariate functional principal components analysis

scale_mfd

Standardize Multivariate Functional Data.

sim_funcharts

Simulate example data for funcharts

simulate_mfd

Simulate a data set for funcharts

sof_pc_real_time

Get a list of scalar-on-function linear regression models estimated on...

sof_pc

Scalar-on-function linear regression based on principal components

sub-.mfd

Extract observations and/or variables from mfd objects.

tensor_product_mfd

Tensor product of two Multivariate Functional Data objects

which_ooc

Get the index of the out of control observations from control charts

Provides functional control charts for statistical process monitoring of functional data, using the methods of Capezza et al. (2020) <doi:10.1002/asmb.2507>, Centofanti et al. (2021) <doi:10.1080/00401706.2020.1753581>, and Capezza et al. (2024) <doi:10.1080/00401706.2024.2327346>. The package is thoroughly illustrated in the paper of Capezza et al (2023) <doi:10.1080/00224065.2023.2219012>.

  • Maintainer: Christian Capezza
  • License: GPL-3
  • Last published: 2024-07-19