diff options
Diffstat (limited to 'example/Rips_complex')
4 files changed, 141 insertions, 1 deletions
diff --git a/example/Rips_complex/CMakeLists.txt b/example/Rips_complex/CMakeLists.txt index 2940f164..e7772bdb 100644 --- a/example/Rips_complex/CMakeLists.txt +++ b/example/Rips_complex/CMakeLists.txt @@ -1,4 +1,3 @@ -cmake_minimum_required(VERSION 2.6) project(Rips_complex_examples) # Point cloud @@ -11,17 +10,29 @@ add_executable ( Rips_complex_example_one_skeleton_from_distance_matrix example_ add_executable ( Rips_complex_example_from_csv_distance_matrix example_rips_complex_from_csv_distance_matrix_file.cpp ) +# Sparse rips from points +add_executable ( Rips_complex_example_sparse example_sparse_rips.cpp ) + +# Correlation matrix +add_executable ( Rips_complex_example_one_skeleton_rips_from_correlation_matrix example_one_skeleton_rips_from_correlation_matrix.cpp ) + if (TBB_FOUND) target_link_libraries(Rips_complex_example_from_off ${TBB_LIBRARIES}) target_link_libraries(Rips_complex_example_one_skeleton_from_points ${TBB_LIBRARIES}) target_link_libraries(Rips_complex_example_one_skeleton_from_distance_matrix ${TBB_LIBRARIES}) target_link_libraries(Rips_complex_example_from_csv_distance_matrix ${TBB_LIBRARIES}) + target_link_libraries(Rips_complex_example_sparse ${TBB_LIBRARIES}) + target_link_libraries(Rips_complex_example_one_skeleton_rips_from_correlation_matrix ${TBB_LIBRARIES}) endif() add_test(NAME Rips_complex_example_one_skeleton_from_points COMMAND $<TARGET_FILE:Rips_complex_example_one_skeleton_from_points>) add_test(NAME Rips_complex_example_one_skeleton_from_distance_matrix COMMAND $<TARGET_FILE:Rips_complex_example_one_skeleton_from_distance_matrix>) +add_test(NAME Rips_complex_example_sparse + COMMAND $<TARGET_FILE:Rips_complex_example_sparse>) +add_test(NAME Rips_complex_example_one_skeleton_rips_from_correlation_matrix + COMMAND $<TARGET_FILE:Rips_complex_example_one_skeleton_rips_from_correlation_matrix>) add_test(NAME Rips_complex_example_from_off_doc_12_1 COMMAND $<TARGET_FILE:Rips_complex_example_from_off> "${CMAKE_SOURCE_DIR}/data/points/alphacomplexdoc.off" "12.0" "1" "${CMAKE_CURRENT_BINARY_DIR}/ripsoffreader_result_12_1.txt") @@ -57,3 +68,4 @@ install(TARGETS Rips_complex_example_from_off DESTINATION bin) install(TARGETS Rips_complex_example_one_skeleton_from_points DESTINATION bin) install(TARGETS Rips_complex_example_one_skeleton_from_distance_matrix DESTINATION bin) install(TARGETS Rips_complex_example_from_csv_distance_matrix DESTINATION bin) +install(TARGETS Rips_complex_example_one_skeleton_rips_from_correlation_matrix DESTINATION bin) diff --git a/example/Rips_complex/example_one_skeleton_rips_from_correlation_matrix.cpp b/example/Rips_complex/example_one_skeleton_rips_from_correlation_matrix.cpp new file mode 100644 index 00000000..05bacb9f --- /dev/null +++ b/example/Rips_complex/example_one_skeleton_rips_from_correlation_matrix.cpp @@ -0,0 +1,81 @@ +#include <gudhi/Rips_complex.h> +#include <gudhi/Simplex_tree.h> +#include <gudhi/distance_functions.h> + +#include <iostream> +#include <string> +#include <vector> +#include <limits> // for std::numeric_limits + +int main() { + // Type definitions + using Simplex_tree = Gudhi::Simplex_tree<>; + using Filtration_value = Simplex_tree::Filtration_value; + using Rips_complex = Gudhi::rips_complex::Rips_complex<Filtration_value>; + using Distance_matrix = std::vector<std::vector<Filtration_value>>; + + // User defined correlation matrix is: + // |1 0.06 0.23 0.01 0.89| + // |0.06 1 0.74 0.01 0.61| + // |0.23 0.74 1 0.72 0.03| + // |0.01 0.01 0.72 1 0.7 | + // |0.89 0.61 0.03 0.7 1 | + + Distance_matrix correlations; + correlations.push_back({}); + correlations.push_back({0.06}); + correlations.push_back({0.23, 0.74}); + correlations.push_back({0.01, 0.01, 0.72}); + correlations.push_back({0.89, 0.61, 0.03, 0.7}); + + // ---------------------------------------------------------------------------- + // Convert correlation matrix to a distance matrix: + // ---------------------------------------------------------------------------- + double threshold = 0; + for (size_t i = 0; i != correlations.size(); ++i) { + for (size_t j = 0; j != correlations[i].size(); ++j) { + // Here we check if our data comes from corelation matrix. + if ((correlations[i][j] < -1) || (correlations[i][j] > 1)) { + std::cerr << "The input matrix is not a correlation matrix. The program will now terminate.\n"; + throw "The input matrix is not a correlation matrix. The program will now terminate.\n"; + } + correlations[i][j] = 1 - correlations[i][j]; + // Here we make sure that we will get the treshold value equal to maximal + // distance in the matrix. + if (correlations[i][j] > threshold) threshold = correlations[i][j]; + } + } + + //----------------------------------------------------------------------------- + // Now the correlation matrix is a distance matrix and can be processed further. + //----------------------------------------------------------------------------- + Distance_matrix distances = correlations; + + Rips_complex rips_complex_from_points(distances, threshold); + + Simplex_tree stree; + rips_complex_from_points.create_complex(stree, 1); + // ---------------------------------------------------------------------------- + // Display information about the one skeleton Rips complex. Note that + // the filtration displayed here comes from the distance matrix computed + // above, which is 1 - initial correlation matrix. Only this way, we obtain + // a complex with filtration. If a correlation matrix is used instead, we would + // have a reverse filtration (i.e. filtration of boundary of each simplex S + // is greater or equal to the filtration of S). + // ---------------------------------------------------------------------------- + std::cout << "Rips complex is of dimension " << stree.dimension() << " - " << stree.num_simplices() << " simplices - " + << stree.num_vertices() << " vertices." << std::endl; + + std::cout << "Iterator on Rips complex simplices in the filtration order, with [filtration value]:" << std::endl; + for (auto f_simplex : stree.filtration_simplex_range()) { + std::cout << " ( "; + for (auto vertex : stree.simplex_vertex_range(f_simplex)) { + std::cout << vertex << " "; + } + std::cout << ") -> " + << "[" << stree.filtration(f_simplex) << "] "; + std::cout << std::endl; + } + + return 0; +} diff --git a/example/Rips_complex/example_sparse_rips.cpp b/example/Rips_complex/example_sparse_rips.cpp new file mode 100644 index 00000000..1c95b48c --- /dev/null +++ b/example/Rips_complex/example_sparse_rips.cpp @@ -0,0 +1,30 @@ +#include <gudhi/Sparse_rips_complex.h> +#include <gudhi/Simplex_tree.h> +#include <gudhi/distance_functions.h> + +#include <iostream> +#include <vector> + +int main() { + using Point = std::vector<double>; + using Simplex_tree = Gudhi::Simplex_tree<Gudhi::Simplex_tree_options_fast_persistence>; + using Filtration_value = Simplex_tree::Filtration_value; + using Sparse_rips = Gudhi::rips_complex::Sparse_rips_complex<Filtration_value>; + + Point points[] = {{1.0, 1.0}, {7.0, 0.0}, {4.0, 6.0}, {9.0, 6.0}, {0.0, 14.0}, {2.0, 19.0}, {9.0, 17.0}}; + + // ---------------------------------------------------------------------------- + // Init from Euclidean points + // ---------------------------------------------------------------------------- + double epsilon = 2; // very rough, no guarantees + Sparse_rips sparse_rips(points, Gudhi::Euclidean_distance(), epsilon); + + Simplex_tree stree; + sparse_rips.create_complex(stree, 10); + + // ---------------------------------------------------------------------------- + // Display information about the complex + // ---------------------------------------------------------------------------- + std::cout << "Sparse Rips complex is of dimension " << stree.dimension() << " - " << stree.num_simplices() + << " simplices - " << stree.num_vertices() << " vertices." << std::endl; +} diff --git a/example/Rips_complex/one_skeleton_rips_from_correlation_matrix_for_doc.txt b/example/Rips_complex/one_skeleton_rips_from_correlation_matrix_for_doc.txt new file mode 100644 index 00000000..640d7083 --- /dev/null +++ b/example/Rips_complex/one_skeleton_rips_from_correlation_matrix_for_doc.txt @@ -0,0 +1,17 @@ +Rips complex is of dimension 1 - 15 simplices - 5 vertices. +Iterator on Rips complex simplices in the filtration order, with [filtration value]: + ( 0 ) -> [0] + ( 1 ) -> [0] + ( 2 ) -> [0] + ( 3 ) -> [0] + ( 4 ) -> [0] + ( 4 0 ) -> [0.11] + ( 2 1 ) -> [0.26] + ( 3 2 ) -> [0.28] + ( 4 3 ) -> [0.3] + ( 4 1 ) -> [0.39] + ( 2 0 ) -> [0.77] + ( 1 0 ) -> [0.94] + ( 4 2 ) -> [0.97] + ( 3 0 ) -> [0.99] + ( 3 1 ) -> [0.99] |