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#include "yule_walker.h"
double yule_walker(const autocorr_t *a) {
gsl_vector *rhos = gsl_vector_alloc(a->W);
gsl_matrix *mat = gsl_matrix_alloc(a->W, a->W);
gsl_vector *phis = gsl_vector_alloc(a->W);
for (count_t i = 0; i < a->W; i++) {
gsl_vector_set(rhos, i, rho(a, i));
}
for (count_t i = 0; i < a->W; i++) {
gsl_matrix_set(mat, i, i, 1.0);
for (count_t j = 0; j < i; j++) {
gsl_matrix_set(mat, i, j, gsl_vector_get(rhos, i - 1 - j));
}
for (count_t j = 0; j < a->W - 1 - i; j++) {
gsl_matrix_set(mat, i, i + 1 + j, gsl_vector_get(rhos, j));
}
}
int out = gsl_linalg_cholesky_solve(mat, rhos, phis);
double rhophi = 0;
double onephi = 0;
for (count_t i = 0; i < a->W; i++) {
rhophi += gsl_vector_get(rhos, i) * gsl_vector_get(phis, i);
onephi += gsl_vector_get(phis, i);
}
gsl_vector_free(rhos);
gsl_matrix_free(mat);
gsl_vector_free(phis);
return (1 - rhophi) / pow(1 - onephi, 2);
}
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