/* linalg/balance.c * * Copyright (C) 2001, 2004, 2007 Brian Gough * * 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, write to the Free Software * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. */ /* Balance a general matrix by scaling the columns * * A_new = A D^{-1} * * where D is a diagonal matrix */ #include #include #include #include #include #include #include int gsl_linalg_balance_columns (gsl_matrix * A, gsl_vector * D) { const size_t N = A->size2; size_t j; if (D->size != A->size2) { GSL_ERROR("length of D must match second dimension of A", GSL_EINVAL); } gsl_vector_set_all (D, 1.0); for (j = 0; j < N; j++) { gsl_vector_view A_j = gsl_matrix_column (A, j); double s = gsl_blas_dasum(&A_j.vector); double f = 1.0; if (s == 0.0 || !gsl_finite(s)) { gsl_vector_set (D, j, f); continue; } /* FIXME: we could use frexp() here */ while (s > 1.0) { s /= 2.0; f *= 2.0; } while (s < 0.5) { s *= 2.0; f /= 2.0; } gsl_vector_set (D, j, f); if (f != 1.0) { gsl_blas_dscal(1.0/f, &A_j.vector); } } return GSL_SUCCESS; }