/* igraph library. Copyright (C) 2021 The igraph development team 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 2 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 . */ #include #include "test_utilities.h" void call_and_print(igraph_t *graph, igraph_vs_t vids, igraph_vector_t *weights) { igraph_vector_t result; igraph_vector_init(&result, 0); IGRAPH_ASSERT(igraph_constraint(graph, &result, vids, weights) == IGRAPH_SUCCESS); print_vector(&result); igraph_vector_destroy(&result); printf("\n"); } int main(void) { igraph_t g_0, g_1, g_4_full, g_4_full_split, g_4_full_loop, g_4_line, g_hole; igraph_vector_t weights_full, weights_full_split, weights_line, result; igraph_vector_init_real(&weights_line, 6, 1., 0., 0., 1., 0., 1.); igraph_vector_init_real(&weights_full, 6, 1., 1., 1., 1., 1., 1.); igraph_vector_init_real(&weights_full_split, 9, .5, .5, 1., 1., 1., 1./3., 1./3., 1./3., 1.); igraph_vector_init(&result, 0); igraph_small(&g_0, 0, 0, -1); igraph_small(&g_1, 1, 0, -1); igraph_small(&g_4_full, 4, IGRAPH_UNDIRECTED, 0,1, 0,2, 0,3, 1,2, 1,3, 2,3, -1); igraph_small(&g_4_full_loop, 4, IGRAPH_UNDIRECTED, 0,0, 0,1, 0,2, 0,3, 1,2, 1,3, 2,3, -1); igraph_small(&g_4_full_split, 4, IGRAPH_UNDIRECTED, 0,1, 0,1, 0,2, 0,3, 1,2, 1,3, 1,3, 1,3, 2,3, -1); igraph_small(&g_4_line, 4, IGRAPH_UNDIRECTED, 0,1, 1,2, 2,3, -1); igraph_small(&g_hole, 9, IGRAPH_UNDIRECTED, 0,1, 0,2, 0,3, 1,2, 1,3, 2,3, 3,4, 4,5, 5,6, 5,7, 5,8, 6,7, 6,8, 7,8, -1); printf("No vertices:\n"); call_and_print(&g_0, igraph_vss_none(), NULL); printf("One vertex:\n"); call_and_print(&g_1, igraph_vss_1(0), NULL); printf("Line graph, 4 vertices:\n"); call_and_print(&g_4_line, igraph_vss_all(), NULL); printf("Full graph, 4 vertices, weights make it a line:\n"); call_and_print(&g_4_full, igraph_vss_all(), &weights_line); /* each p_ij and p_ji is equal to 1/3, because each node has 3 connections with equal weight and p_ij is z_ij/sum_j(z_ij) where z are the edge weights. so C_ij = (1/3 + (1/3)^2) for each j, which means C_i = (1/3 + 2/9)^2 *3 = 0.925925925925926 */ printf("Full graph, 4 vertices, all same weights:\n"); call_and_print(&g_4_full, igraph_vss_all(), &weights_full); printf("Full graph, 4 vertices, all same weights, but split over multiple edges:\n"); call_and_print(&g_4_full_split, igraph_vss_all(), &weights_full_split); printf("Full graph, 4 vertices, no weights:\n"); call_and_print(&g_4_full, igraph_vss_all(), NULL); printf("Full graph, 4 vertices, no weights, with loop:\n"); call_and_print(&g_4_full_loop, igraph_vss_all(), NULL); /* for node 0, each p_ij is again equal to 1/3, but p_ji equals 1/4 for j = 3, because that's connected to 4 other nodes, so for example for C_01 the contribution is C_01 = (p_01 + p_02p_21 + p_03p_31)^2 = (1/3 + 1/9 + 1/12)^2 and you end up with: ((1/3 + 2/9)^2 ) + ((1/3 + 1/9 + 1/12)^2 * 2) = 0.8657407407407408 */ printf("Hole in middle of two clusters:\n"); call_and_print(&g_hole, igraph_vss_all(), NULL); igraph_destroy(&g_0); igraph_destroy(&g_1); igraph_destroy(&g_4_full); igraph_destroy(&g_4_full_loop); igraph_destroy(&g_4_full_split); igraph_destroy(&g_4_line); igraph_destroy(&g_hole); igraph_vector_destroy(&weights_line); igraph_vector_destroy(&weights_full); igraph_vector_destroy(&weights_full_split); igraph_vector_destroy(&result); VERIFY_FINALLY_STACK(); return 0; }