X-Git-Url: https://pintos-os.org/cgi-bin/gitweb.cgi?a=blobdiff_plain;f=src%2Fmath%2Fcovariance.c;h=b5a4166dfa40643c5a71c88f37ceb7b4c604b1d5;hb=d4135192829ae81ec367c3e42289822e2629aeef;hp=c247148ee9f88d64a29edf36e087d79ab21e95cd;hpb=2fede4261ca029643db8be636a1119fd1769e894;p=pspp-builds.git diff --git a/src/math/covariance.c b/src/math/covariance.c index c247148e..b5a4166d 100644 --- a/src/math/covariance.c +++ b/src/math/covariance.c @@ -135,7 +135,7 @@ covariance_1pass_create (size_t n_vars, const struct variable **vars, const struct variable *weight, enum mv_class exclude) { size_t i; - struct covariance *cov = xmalloc (sizeof *cov); + struct covariance *cov = xzalloc (sizeof *cov); cov->passes = 1; cov->state = 0; @@ -156,7 +156,9 @@ covariance_1pass_create (size_t n_vars, const struct variable **vars, cov->n_cm = (n_vars * (n_vars - 1) ) / 2; - cov->cm = xcalloc (sizeof *cov->cm, cov->n_cm); + if (cov->n_cm > 0) + cov->cm = xcalloc (sizeof *cov->cm, cov->n_cm); + cov->categoricals = NULL; return cov; } @@ -265,6 +267,7 @@ get_val (const struct covariance *cov, int i, const struct ccase *c) return categoricals_get_binary_by_subscript (cov->categoricals, i - cov->n_vars, c); } +#if 0 void dump_matrix (const gsl_matrix *m) { @@ -277,6 +280,7 @@ dump_matrix (const gsl_matrix *m) printf ("\n"); } } +#endif /* Call this function for every case in the data set */ void @@ -338,7 +342,9 @@ covariance_accumulate_pass2 (struct covariance *cov, const struct ccase *c) assert (cov->state == 1); cov->state = 2; - cov->dim = cov->n_vars + categoricals_total (cov->categoricals); + cov->dim = cov->n_vars + + categoricals_total (cov->categoricals) - categoricals_get_n_variables (cov->categoricals); + cov->n_cm = (cov->dim * (cov->dim - 1) ) / 2; cov->cm = xcalloc (sizeof *cov->cm, cov->n_cm); @@ -587,7 +593,6 @@ covariance_calculate_single_pass (struct covariance *cov) } - /* Return a pointer to gsl_matrix containing the pairwise covariances. The matrix remains owned by the COV object, and must not be freed. @@ -596,7 +601,8 @@ covariance_calculate_single_pass (struct covariance *cov) const gsl_matrix * covariance_calculate (struct covariance *cov) { - assert ( cov->state > 0 ); + if ( cov->state <= 0 ) + return NULL; switch (cov->passes) { @@ -611,6 +617,86 @@ covariance_calculate (struct covariance *cov) } } +/* + Covariance computed without dividing by the sample size. + */ +static const gsl_matrix * +covariance_calculate_double_pass_unnormalized (struct covariance *cov) +{ + size_t i, j; + for (i = 0 ; i < cov->dim; ++i) + { + for (j = 0 ; j < cov->dim; ++j) + { + int idx; + double *x = gsl_matrix_ptr (cov->moments[MOMENT_VARIANCE], i, j); + + idx = cm_idx (cov, i, j); + if ( idx >= 0) + { + x = &cov->cm [idx]; + } + } + } + + return cm_to_gsl (cov); +} + +static const gsl_matrix * +covariance_calculate_single_pass_unnormalized (struct covariance *cov) +{ + size_t i, j; + + for (i = 0 ; i < cov->dim; ++i) + { + for (j = 0 ; j < cov->dim; ++j) + { + double *x = gsl_matrix_ptr (cov->moments[MOMENT_VARIANCE], i, j); + *x -= pow2 (gsl_matrix_get (cov->moments[MOMENT_MEAN], i, j)) + / gsl_matrix_get (cov->moments[MOMENT_NONE], i, j); + } + } + for ( j = 0 ; j < cov->dim - 1; ++j) + { + for (i = j + 1 ; i < cov->dim; ++i) + { + double *x = &cov->cm [cm_idx (cov, i, j)]; + + *x -= + gsl_matrix_get (cov->moments[MOMENT_MEAN], i, j) + * + gsl_matrix_get (cov->moments[MOMENT_MEAN], j, i) + / gsl_matrix_get (cov->moments[MOMENT_NONE], i, j); + } + } + + return cm_to_gsl (cov); +} + + +/* + Return a pointer to gsl_matrix containing the pairwise covariances. + The matrix remains owned by the COV object, and must not be freed. + Call this function only after all data have been accumulated. +*/ +const gsl_matrix * +covariance_calculate_unnormalized (struct covariance *cov) +{ + if ( cov->state <= 0 ) + return NULL; + + switch (cov->passes) + { + case 1: + return covariance_calculate_single_pass_unnormalized (cov); + break; + case 2: + return covariance_calculate_double_pass_unnormalized (cov); + break; + default: + NOT_REACHED (); + } +} @@ -619,7 +705,7 @@ void covariance_destroy (struct covariance *cov) { size_t i; - free (cov->vars); + categoricals_destroy (cov->categoricals); for (i = 0; i < n_MOMENTS; ++i)