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/*
* gretl -- Gnu Regression, Econometrics and Time-series Library
* Copyright (C) 2001 Allin Cottrell and Riccardo "Jack" Lucchetti
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <http://www.gnu.org/licenses/>.
*
*/
#include "libgretl.h"
#include "version.h"
#include "gretl_matrix.h"
#include <gtk/gtk.h>
struct flag_info {
GtkWidget *dialog;
GtkWidget *levcheck;
GtkWidget *infcheck;
GtkWidget *dffcheck;
unsigned char *flag;
};
static gboolean destroy_save_dialog (GtkWidget *w, struct flag_info *finfo)
{
free(finfo);
gtk_main_quit();
return FALSE;
}
static gboolean update_save_flag (GtkWidget *w, struct flag_info *finfo)
{
int checked = gtk_toggle_button_get_active(GTK_TOGGLE_BUTTON(w));
if (w == finfo->levcheck) {
if (checked) {
*finfo->flag |= SAVE_LEVERAGE;
} else {
*finfo->flag &= ~SAVE_LEVERAGE;
}
} else if (w == finfo->infcheck) {
if (checked) {
*finfo->flag |= SAVE_INFLUENCE;
} else {
*finfo->flag &= ~SAVE_INFLUENCE;
}
} else if (w == finfo->dffcheck) {
if (checked) {
*finfo->flag |= SAVE_DFFITS;
} else {
*finfo->flag &= ~SAVE_DFFITS;
}
}
return FALSE;
}
static gboolean cancel_set_flag (GtkWidget *w, struct flag_info *finfo)
{
*finfo->flag = 0;
gtk_widget_destroy(finfo->dialog);
return FALSE;
}
static gboolean save_dialog_finalize (GtkWidget *w, struct flag_info *finfo)
{
gtk_widget_destroy(finfo->dialog);
return FALSE;
}
unsigned char leverage_data_dialog (void)
{
struct flag_info *finfo;
GtkWidget *dialog, *tmp, *button, *vbox, *hbox;
GtkWidget *internal_vbox;
unsigned char flag = SAVE_LEVERAGE | SAVE_INFLUENCE | SAVE_DFFITS;
finfo = malloc(sizeof *finfo);
if (finfo == NULL) return 0;
dialog = gtk_dialog_new();
finfo->dialog = dialog;
finfo->flag = &flag;
vbox = gtk_dialog_get_content_area(GTK_DIALOG(dialog));
hbox = gtk_dialog_get_action_area(GTK_DIALOG(dialog));
gtk_window_set_title(GTK_WINDOW(dialog), _("gretl: save data"));
gtk_window_set_resizable(GTK_WINDOW(dialog), FALSE);
gtk_container_set_border_width(GTK_CONTAINER(vbox), 10);
gtk_container_set_border_width(GTK_CONTAINER(hbox), 5);
gtk_box_set_spacing(GTK_BOX(vbox), 5);
gtk_window_set_position(GTK_WINDOW(dialog), GTK_WIN_POS_MOUSE);
g_signal_connect(G_OBJECT(dialog), "destroy",
G_CALLBACK(destroy_save_dialog), finfo);
internal_vbox = gtk_vbox_new(FALSE, 5);
hbox = gtk_hbox_new(FALSE, 5);
tmp = gtk_label_new(_("Variables to save:"));
gtk_box_pack_start(GTK_BOX(hbox), tmp, TRUE, TRUE, 5);
gtk_box_pack_start(GTK_BOX(internal_vbox), hbox, TRUE, TRUE, 5);
/* Leverage */
button = gtk_check_button_new_with_label(_("leverage"));
gtk_box_pack_start(GTK_BOX(internal_vbox), button, TRUE, TRUE, 0);
gtk_toggle_button_set_active (GTK_TOGGLE_BUTTON (button), TRUE);
g_signal_connect(G_OBJECT(button), "clicked",
G_CALLBACK(update_save_flag), finfo);
finfo->levcheck = button;
/* Influence */
button = gtk_check_button_new_with_label(_("influence"));
gtk_box_pack_start(GTK_BOX(internal_vbox), button, TRUE, TRUE, 0);
gtk_toggle_button_set_active(GTK_TOGGLE_BUTTON (button), TRUE);
g_signal_connect(G_OBJECT(button), "clicked",
G_CALLBACK(update_save_flag), finfo);
finfo->infcheck = button;
/* DFFITS */
button = gtk_check_button_new_with_label(_("DFFITS"));
gtk_box_pack_start(GTK_BOX(internal_vbox), button, TRUE, TRUE, 0);
gtk_toggle_button_set_active(GTK_TOGGLE_BUTTON (button), TRUE);
g_signal_connect(G_OBJECT(button), "clicked",
G_CALLBACK(update_save_flag), finfo);
finfo->dffcheck = button;
hbox = gtk_hbox_new(FALSE, 5);
gtk_box_pack_start(GTK_BOX(hbox), internal_vbox, TRUE, TRUE, 5);
gtk_widget_show(internal_vbox);
gtk_box_pack_start(GTK_BOX(vbox), hbox, TRUE, TRUE, 5);
hbox = gtk_dialog_get_action_area(GTK_DIALOG(dialog));
gtk_button_box_set_layout(GTK_BUTTON_BOX(hbox), GTK_BUTTONBOX_END);
gtk_box_set_spacing(GTK_BOX(hbox), 10);
/* Cancel button */
tmp = gtk_button_new_from_stock(GTK_STOCK_CANCEL);
gtk_container_add(GTK_CONTAINER(hbox), tmp);
g_signal_connect(G_OBJECT(tmp), "clicked",
G_CALLBACK(cancel_set_flag), finfo);
/* "OK" button */
tmp = gtk_button_new_from_stock(GTK_STOCK_OK);
gtk_container_add(GTK_CONTAINER(hbox), tmp);
g_signal_connect(G_OBJECT(tmp), "clicked",
G_CALLBACK(save_dialog_finalize), finfo);
gtk_widget_set_can_default(tmp, TRUE);
gtk_widget_grab_default(tmp);
gtk_widget_show_all(dialog);
gtk_main();
return flag;
}
static void
leverage_x_range (int t1, int t2, const double *x, FILE *fp)
{
double xrange, xmin;
double xmin0 = x[t1];
double xmax = x[t2];
xrange = xmax - xmin0;
xmin = xmin0 - xrange * .025;
xmax += xrange * .025;
if (xmin0 >= 0.0 && xmin < 0.0) {
xmin = 0.0;
}
fprintf(fp, "set xrange [%.7g:%.7g]\n", xmin, xmax);
}
static int leverage_plot (const MODEL *pmod, gretl_matrix *S,
DATASET *dset)
{
FILE *fp;
const double *obs = NULL;
int t, err = 0;
fp = open_plot_input_file(PLOT_LEVERAGE, 0, &err);
if (err) {
return err;
}
if (dataset_is_time_series(dset)) {
obs = gretl_plotx(dset, OPT_NONE);
if (obs == NULL) {
if (fp != NULL) {
fclose(fp);
}
return 1;
}
}
gretl_push_c_numeric_locale();
fputs("set size 1.0,1.0\nset multiplot\nset size 1.0,0.48\n", fp);
fputs("set xzeroaxis\n", fp);
fputs("set nokey\n", fp);
if (obs != NULL) {
leverage_x_range(pmod->t1, pmod->t2, obs, fp);
} else {
fprintf(fp, "set xrange [%g:%g]\n",
pmod->t1 + 0.5, pmod->t2 + 1.5);
}
/* upper plot: leverage factor */
fputs("set origin 0.0,0.50\n", fp);
gnuplot_missval_string(fp);
fputs("set yrange [0:1]\n", fp);
fprintf(fp, "set title '%s'\n", _("leverage"));
fputs("plot \\\n'-' using 1:2 w impulses\n", fp);
for (t=pmod->t1; t<=pmod->t2; t++) {
double h = gretl_matrix_get(S, t - pmod->t1, 0);
if (na(h)) {
if (obs != NULL) {
fprintf(fp, "%g ?\n", obs[t]);
} else {
fprintf(fp, "%d ?\n", t + 1);
}
} else {
if (obs != NULL) {
fprintf(fp, "%g %g\n", obs[t], h);
} else {
fprintf(fp, "%d %g\n", t + 1, h);
}
}
}
fputs("e\n", fp);
/* lower plot: influence factor */
fputs("set origin 0.0,0.0\n", fp);
gnuplot_missval_string(fp);
fputs("set yrange [*:*]\n", fp);
fprintf(fp, "set title '%s'\n", _("influence"));
fputs("plot \\\n'-' using 1:2 w impulses\n", fp);
for (t=pmod->t1; t<=pmod->t2; t++) {
double f = gretl_matrix_get(S, t - pmod->t1, 1);
if (na(f)) {
if (obs != NULL) {
fprintf(fp, "%g ?\n", obs[t]);
} else {
fprintf(fp, "%d ?\n", t + 1);
}
} else {
if (obs != NULL) {
fprintf(fp, "%g %g\n", obs[t], f);
} else {
fprintf(fp, "%d %g\n", t + 1, f);
}
}
}
fputs("e\n", fp);
fputs("unset multiplot\n", fp);
gretl_pop_c_numeric_locale();
return finalize_plot_input_file(fp);
}
static void leverage_print (const MODEL *pmod,
gretl_matrix *S,
double Xvalcrit,
DATASET *dset,
PRN *prn)
{
double lp = 2.0 * pmod->ncoeff / pmod->nobs;
int obslen = max_obs_marker_length(dset);
int t, j, gotlp = 0;
if (obslen < 8) {
obslen = 8;
}
bufspace(obslen, prn);
pprintf(prn, "%*s", UTF_WIDTH(_("residual"), 16), _("residual"));
pprintf(prn, "%*s", UTF_WIDTH(_("leverage"), 16), _("leverage"));
pprintf(prn, "%*s", UTF_WIDTH(_("influence"), 16), _("influence"));
pprintf(prn, "%*s", UTF_WIDTH(_("DFFITS"), 14), _("DFFITS"));
pputc(prn, '\n');
bufspace(obslen, prn);
pputs(prn, " u 0<=h<=1 u*h/(1-h)\n\n");
for (t=pmod->t1, j=0; t<=pmod->t2; t++, j++) {
double h, st, d, f;
gchar *fstr = NULL;
if (na(pmod->uhat[t])) {
print_obs_marker(t, dset, obslen, prn);
pputc(prn, '\n');
continue;
}
h = gretl_matrix_get(S, j, 0);
if (h > lp) {
gotlp = 1;
}
f = gretl_matrix_get(S, j, 1);
if (na(f)) {
fstr = g_strdup(_("undefined"));
gretl_utf8_truncate(fstr, 15);
} else {
fstr = g_strdup_printf("%15.5g", f);
}
print_obs_marker(t, dset, obslen, prn);
st = gretl_matrix_get(S, j, 2);
d = st * sqrt(h / (1.0 - h));
pprintf(prn, "%14.5g %14.3f%s %s %14.3f\n", pmod->uhat[t], h,
(h > lp)? "*" : " ", fstr, d);
g_free(fstr);
}
if (gotlp) {
pprintf(prn, "\n%s\n", _("('*' indicates a leverage point)"));
} else {
pprintf(prn, "\n%s\n", _("No leverage points were found"));
}
pprintf(prn, "\n%s = %g\n\n", _("Cross-validation criterion"), Xvalcrit);
}
gretl_matrix *model_leverage (const MODEL *pmod, DATASET *dset,
gretlopt opt, PRN *prn, int *err)
{
gretl_matrix *Q, *S = NULL;
char **cnames = NULL;
double Xvalcrit, s21;
int i, j, s, t, vi, df;
/* allow for missing obs in model range */
int modn = pmod->t2 - pmod->t1 + 1;
int k = pmod->list[0] - 1;
Q = gretl_matrix_alloc(pmod->nobs, k);
if (Q == NULL) {
*err = E_ALLOC;
return NULL;
}
/* copy regressors into Q, skipping missing obs */
j = 0;
for (i=2; i<=pmod->list[0]; i++) {
vi = pmod->list[i];
for (t=pmod->t1; t<=pmod->t2; t++) {
if (!na(pmod->uhat[t])) {
Q->val[j++] = dset->Z[vi][t];
}
}
}
*err = gretl_matrix_QR_decomp(Q, NULL);
if (*err) {
goto qr_cleanup;
}
/* allocate the results matrix */
S = gretl_matrix_alloc(modn, 3);
if (S == NULL) {
*err = E_ALLOC;
goto qr_cleanup;
}
cnames = malloc(3 * sizeof *cnames);
/* maybe mark cnames as translatable? */
cnames[0] = gretl_strdup("leverage");
cnames[1] = gretl_strdup("influence");
cnames[2] = gretl_strdup("studres");
gretl_matrix_set_colnames(S, cnames);
gretl_matrix_set_t1(S, pmod->t1);
/* revised df and first component of variance for the
studentized residuals
*/
df = pmod->dfd - 1;
s21 = pmod->ess / df;
/* initialize cross-validation criterion */
Xvalcrit = 0.0;
/* do the "h" calculations, etc. */
s = 0;
for (t=pmod->t1, i=0; t<=pmod->t2; t++, i++) {
double s22, f = NADBL, d = NADBL;
double q, h, et = pmod->uhat[t];
if (na(et)) {
h = NADBL;
} else {
h = 0.0;
for (j=0; j<k; j++) {
q = gretl_matrix_get(Q, s, j);
h += q * q;
}
if (h < 1.0) {
f = et / (1 - h);
Xvalcrit += f * f;
f -= et;
/* studentized residual (note: agrees with R, Stata) */
s22 = et * et / (df * (1 - h));
d = et / sqrt((s21 - s22) * (1 - h));
}
s++;
}
gretl_matrix_set(S, i, 0, h);
gretl_matrix_set(S, i, 1, f);
gretl_matrix_set(S, i, 2, d);
}
record_test_result(Xvalcrit, NADBL);
/* print the results, unless in quiet mode */
if (!(opt & OPT_Q)) {
leverage_print(pmod, S, Xvalcrit, dset, prn);
if (gnuplot_graph_wanted(PLOT_LEVERAGE, opt, err)) {
*err = leverage_plot(pmod, S, dset);
}
}
qr_cleanup:
gretl_matrix_free(Q);
return S;
}
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