Principal Component Analysis and Partial Least SquaresPrincipal Component Analysis (PCA) and Partial Least Squares (PLS) are widely used tools. This code is to show their relationship through the Nonlinear Iterative PArtial Least Squares (NIPALS) algorithm.

lab432
......\bugfixes.txt
......\common
......\......\bif_diagr_dm.fig
......\......\bif_diagr_dm.m
......\......\lastUsedDir.mat
......\......\lyap_exp_of_cont_sys.fig
......\......\lyap_exp_of_cont_sys.m
......\......\lyap_exp_of_discrete_map.fig
......\......\lyap_exp_of_discrete_map.m
......\......\map_solver.fig
......\......\map_solver.m
......\......\ode_solver.fig
......\......\ode_solver.m
......\......\poincare_section.fig
......\......\poincare_section.m
......\......\sde_solver.fig
......\......\sde_solver.m
......\......\systems
......\......\.......\abc_sys.mat
......\......\.......\anishenko_astakhov_sys.mat
......\......\.......\arnold_cat_map.mat
......\......\.......\baker_map.mat
......\......\.......\biochemical_reaction_sys.mat
......\......\.......\chua_sys.mat
......\......\.......\coupled_ressler_sys.mat
......\......\.......\cubic_map.mat
......\......\.......\duffing_stoch.mat
......\......\.......\duffing_sys.mat
......\......\.......\fitzhugh_nagumo_sys.mat
......\......\.......\folded_towel_map.mat
......\......\.......\giona_sys.mat
......\......\.......\henon_map.mat
......\......\.......\logistic_map.mat
......\......\.......\lorentz_sys.mat
......\......\.......\lozi_map.mat
......\......\.......\malinetsky_map.mat
......\......\.......\measles_epidemic_sys.mat
......\......\.......\modified_arnold_cat_map.mat
......\......\.......\nonstat_logistic_map.mat
......\......\.......\nonstat_logistic_map2.mat
......\......\.......\nonstat_lorentz_sys.mat
......\......\.......\nonstat_lorentz_sys2.mat
......\......\.......\ns_henon_map.mat
......\......\.......\pickover_map.mat
......\......\.......\predator_prey_map.mat
......\......\.......\real_chua_sys.mat
......\......\.......\ressler_hyperchaos_stoch.mat
......\......\.......\ressler_hyperchaos_stoch2.mat
......\......\.......\ressler_hyperchaos_sys.mat
......\......\.......\ressler_stoch.mat
......\......\.......\ressler_sys.mat
......\......\.......\ring_generator_sys.mat
......\......\.......\rulkov_sys.mat
......\......\.......\samarjidza_sys.mat
......\......\.......\sine_map.mat
......\......\.......\tent_map.mat
......\......\.......\two_torus_map.mat
......\......\.......\ueda_sys.mat
......\......\.......\van_der_pol_sys.mat
......\......\.......\volterra_sys.mat
......\......\tmp_dg.m
......\......\tmp_f.m
......\......\tmp_g.m
......\......\tmp_map.m
......\......\tmp_sys.m
......\......\uigetfile2.m
......\......\workbar.m
......\gui
......\...\add_data.fig
......\...\add_data.m
......\...\clear_session.m
......\...\close_all_figs.m
......\...\close_graphics_figures.m
......\...\delete_data.m
......\...\draw_portrait.m
......\...\gui_autocorr_fun.m
......\...\gui_compute_fft.m
......\...\gui_create_attractor.m
......\...\gui_create_attractor_md.m
......\...\gui_create_da_model.m
......\...\gui_create_gr_model.m
......\...\gui_data_histogram.m
......\...\gui_data_statistics.m
......\...\gui_da_coeff_histogram.m
......\...\gui_da_coeff_med_filter.m
......\...\gui_disp_result_da_model.m
......\...\gui_disp_result_gr_model.m
......\...\gui_en_dis.m
......\...\gui_extract_time.m
......\...\gui_generate.m
......\...\gui_hist_2D.m
......\...\gui_maximal_lyap_exp.m
......\...\gui_median_filter.m
......\...\gui_moving_average.m
......\...\gui_mutual_average_inf.m
......\...\gui_normalize_data.m
......\...\gui_normalize_da_coefficients.m
......\...\gui_recurrence_plot.m
......\...\gui_remove_trend.m

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