// graph-tool -- a general graph modification and manipulation thingy // // Copyright (C) 2006-2017 Tiago de Paula Peixoto // // 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 . #ifndef GRAPH_TRUST_HH #define GRAPH_TRUST_HH #include "graph.hh" #include "graph_filtering.hh" #include "graph_util.hh" namespace graph_tool { using namespace std; struct get_eigentrust { typedef void result_type; template void operator()(Graph& g, VertexIndex vertex_index, EdgeIndex edge_index, TrustMap c, InferredTrustMap t, double epslon, size_t max_iter, size_t& iter) const { using namespace boost; typedef typename property_traits::value_type c_type; typedef typename property_traits::value_type t_type; InferredTrustMap t_temp(vertex_index, num_vertices(g)); // Norm c values InferredTrustMap c_sum(vertex_index); if (is_directed::apply::type::value) { TrustMap c_temp(edge_index, c.get_storage().size()); parallel_vertex_loop (g, [&](auto v) { c_type sum = 0; for (const auto& e : out_edges_range(v, g)) sum += get(c, e); if (sum > 0) { for (const auto& e : out_edges_range(v, g)) put(c_temp, e, get(c, e) / sum); } }); c = c_temp; } else { c_sum.reserve(num_vertices(g)); parallel_vertex_loop (g, [&](auto v) { c_sum[v] = 0; for (const auto& e : out_edges_range(v, g)) c_sum[v] += c[e]; }); } // init inferred trust t auto V = HardNumVertices()(g); parallel_vertex_loop(g, [&](auto v) { t[v] = 1.0/V; }); t_type delta = epslon + 1; iter = 0; while (delta >= epslon) { delta = 0; #pragma omp parallel if (num_vertices(g) > OPENMP_MIN_THRESH) \ reduction(+:delta) parallel_vertex_loop_no_spawn (g, [&](auto v) { t_temp[v] = 0; for (const auto& e : in_or_out_edges_range(v, g)) { typename graph_traits::vertex_descriptor s; if (is_directed::apply::type::value) s = source(e, g); else s = target(e, g); if (!is_directed::apply::type::value) t_temp[v] += get(c, e) * t[s] / abs(c_sum[s]); else t_temp[v] += get(c, e) * t[s]; } delta += abs(t_temp[v] - t[v]); }); swap(t_temp, t); ++iter; if (max_iter > 0 && iter== max_iter) break; } if (iter % 2 != 0) parallel_vertex_loop(g, [&](auto v) {t[v] = t_temp[v];}); } }; } #endif