R: Partial Least-Squares Algorithm for Categorical and Scalar Functional Data

# Partial Least-Squares Algorithm for Categorical and Scalar Functional Data

## Documentation for package ‘SmoothPLS’ version 0.1.5

- DESCRIPTION file
- User guides, package vignettes and other documentation
- Package NEWS
- Package README

## Help Pages

assemble_basis_metric | assemble_basis_metric
assert_funcPLS_inputs | assert_funcPLS_inputs
assert_multivariate_naivePLS_inputs | assert_multivariate_naivePLS_inputs
assert_multivariate_smoothPLS_inputs | assert_multivariate_smoothPLS_inputs
beta_1_real_func | beta_1_real_func
beta_2_real_func | beta_2_real_func
beta_3_real_func | beta_3_real_func
beta_4_real_func | beta_4_real_func
beta_5_real_func | beta_5_real_func
beta_6_real_func | beta_6_real_func
beta_7_real_func | beta_7_real_func
beta_list_generation | beta_list_generation
block_diag | block_diag
build_df_per_state | build_df_per_state
build_new_data_list | build_new_data_list
build_reg_curve_spls | build_reg_curve_spls
build_spls_functions | build_spls_functions
build_u_ki_list | build_u_ki_list
cat_data_to_indicator | cat_data_to_indicator
convert_to_wide_format | convert_to_wide_format
create_bspline_basis | create_bspline_basis
determine_curve_name | determine_curve_name
determine_next_state | determine_next_state
evaluate_curves_distances | evaluate_curves_distances
evaluate_gamma_ij | evaluate_gamma_ij
evaluate_id_func_integral | evaluate_id_func_integral
evaluate_id_func_integral_deprecated | evaluate_id_func_integral
evaluate_lambda | evaluate_lambda
evaluate_lambda_CFD | evaluate_lambda_CFD
evaluate_lambda_CFD_para_v1 | evaluate_lambda_CFD_para_v1
evaluate_lambda_SFD | evaluate_lambda_SFD
evaluate_lambda_SFD_para_v1 | evaluate_lambda_SFD_para_v1
evaluate_metric | evaluate_metric
evaluate_reg_curve_SPLS_uni | evaluate_reg_curve_SPLS_uni
evaluate_results | evaluate_results This function evaluates the PRESS, RMSE, MAE, R2 and the % of variance between Y and Y_hat
evaluate_variance_explained | evaluate_variance_explained
evaluate_V_i_function | evaluate_V_i_function
eval_max_min_y | eval_max_min_y
from_basis_to_fdlist | from_basis_to_fdlist
from_fd_to_func | from_fd_to_func
funcPLS | funcPLS
funcPLS_predict | funcPLS_predict
generate_probabilities | generate_probabilities
generate_X_df | generate_X_df
generate_X_df_CFD | generate_X_df_CFD
generate_X_df_multistates | generate_X_df_multistates
generate_X_df_SFD | generate_X_df_SFD
generate_X_df_SFD_data | generate_X_df_SFD_data
generate_X_df_test | generate_X_df_test
generate_Y_df | generate_Y_df
generate_Y_df_CFD | generate_Y_df_CFD
generate_Y_df_SFD | generate_Y_df_SFD
gram_schmidt_orthonormalize | gram_schmidt_orthonormalize
help_smoothPLS | help_smoothPLS
initial_state_determination | initial_state_determination
is_orthogonal | is_orthogonal
is_orthonormal | is_orthonormal
lambda_determination | lambda_determination
mae_values | mae_values
multivariate_alpha_building | multivariate_alpha_building
multivariate_assemble_basis_metric | multivariate_assemble_basis_metric
naivePLS | naivePLS
naivePLS_formatting | naivePLS_formatting
naivePLS_predict | naivePLS_predict
number_of_test_id | number_of_test_id
obj_list_creation | obj_list_creation
orthonormalize_basis_list | orthonormalize_basis_list
plot_CFD_individuals | plot_CFD_individuals
plot_fd_list | plot_fd_list
plot_model_metrics_base | plot_model_metrics_base
plot_real_and_smoothed_data_ind | plot_real_and_smoothed_data_ind
press_model | press_model This function evaluates the PRESS error 'LOO' of a lm or glm model.
press_values | press_values
p_w_building | p_w_building
regularize_time_series | regularize_time_series
regularize_time_series_CFD | regularize_time_series_CFD
regularize_time_series_SFD | regularize_time_series_SFD
reg_curve_funcPLS_evaluation | reg_curve_funcPLS_evaluation
remove_duplicate_states | remove_duplicate_states
r_squared_values | r_squared_values
select_from_fd_list | select_from_fd_list
smoothPLS | smoothPLS_multi
smoothPLS_CFD_predict | smoothPLS_CFD_predict (Updated v0.1.4)
smoothPLS_CFD_predict_para_v1 | smoothPLS_CFD_predict_para_v1 (Updated v0.1.2)
smoothPLS_predict | smoothPLS_multi_predict
smoothPLS_predict_uni | smoothPLS_predict_uni
smoothPLS_SFD_predict | smoothPLS_SFD_predict
smoothPLS_SFD_predict_para_v1 | smoothPLS_SFD_predict_para_v1
split_in_state_df | split_in_state_df
state_indicator | state_indicator
state_indicator_old | state_indicator_old
test_basis_properties | test_basis_properties
transfer_probabilities | transfer_probabilities
transition_matrix | transition_matrix
univariate_alpha_building | univariate_alpha_building