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-rw-r--r--src/Kernels/example/kernel_basic_example.cpp65
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diff --git a/src/Kernels/example/kernel_basic_example.cpp b/src/Kernels/example/kernel_basic_example.cpp
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+/* This file is part of the Gudhi Library. The Gudhi library
+ * (Geometric Understanding in Higher Dimensions) is a generic C++
+ * library for computational topology.
+ *
+ * Authors: Mathieu Carrière
+ *
+ * Copyright (C) 2017 INRIA
+ *
+ * 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 <http://www.gnu.org/licenses/>.
+ */
+
+#include <gudhi/kernel.h>
+#include <iostream>
+#include <string>
+#include <fstream>
+#include <sstream>
+
+
+void usage(int nbArgs, char *const progName) {
+ std::cerr << "Error: Number of arguments (" << nbArgs << ") is not correct\n";
+ std::cerr << "Usage: " << progName << " PD1 PD2 \n";
+ std::cerr << " i.e.: " << progName << " ../../../../data/persistence_diagram/PD1.pers ../../../../data/persistence_diagram/PD2.pers \n";
+ exit(-1); // ----- >>
+}
+
+int main(int argc, char **argv) {
+
+ if (argc != 3) usage(argc, argv[0]);
+
+ double sigma = 2; double tau = 5;
+
+ std::string PDname1(argv[1]); std::string PDname2(argv[2]);
+ std::vector< std::pair<double, double> > v1, v2; std::string line; double b,d;
+
+ std::ifstream input1(PDname1);
+ while(std::getline(input1,line)){
+ std::stringstream stream(line); stream >> b; stream >> d; v1.push_back(std::pair<double,double>(b,d));
+ }
+
+ std::ifstream input2(PDname2);
+ while(std::getline(input2,line)){
+ std::stringstream stream(line); stream >> b; stream >> d; v2.push_back(std::pair<double,double>(b,d));
+ }
+
+ std::cout << "SWK exact = " << Gudhi::kernel::sliced_wasserstein_kernel (v1,v2,sigma,-1) << std::endl;
+ std::cout << "SWK approx = " << Gudhi::kernel::sliced_wasserstein_kernel (v1,v2,sigma) << std::endl;
+ std::cout << "PSSK exact = " << Gudhi::kernel::persistence_scale_space_kernel (v1,v2,sigma,-1) << std::endl;
+ std::cout << "PSSK approx = " << Gudhi::kernel::persistence_scale_space_kernel (v1,v2,sigma) << std::endl;
+ std::cout << "LPWGK exact = " << Gudhi::kernel::linear_persistence_weighted_gaussian_kernel (v1,v2,sigma,Gudhi::kernel::arctan_weight,-1) << std::endl;
+ std::cout << "LPWGK approx = " << Gudhi::kernel::linear_persistence_weighted_gaussian_kernel (v1,v2,sigma,Gudhi::kernel::arctan_weight) << std::endl;
+ std::cout << "GPWGK exact = " << Gudhi::kernel::gaussian_persistence_weighted_gaussian_kernel (v1,v2,sigma,tau,Gudhi::kernel::arctan_weight,-1) << std::endl;
+ std::cout << "GPWGK approx = " << Gudhi::kernel::gaussian_persistence_weighted_gaussian_kernel (v1,v2,sigma,tau,Gudhi::kernel::arctan_weight) << std::endl;
+
+}