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1  //  (C) Copyright Eric Niebler 2005.
2  //  Use, modification and distribution are subject to the
3  //  Boost Software License, Version 1.0. (See accompanying file
4  //  LICENSE_1_0.txt or copy at http://www.boost.org/LICENSE_1_0.txt)
5  
6  // Test case for weighted_p_square_quantile.hpp
7  
8  #include <cmath> // for std::exp()
9  #include <boost/random.hpp>
10  #include <boost/test/unit_test.hpp>
11  #include <boost/test/floating_point_comparison.hpp>
12  #include <boost/accumulators/numeric/functional/vector.hpp>
13  #include <boost/accumulators/numeric/functional/complex.hpp>
14  #include <boost/accumulators/numeric/functional/valarray.hpp>
15  #include <boost/accumulators/accumulators.hpp>
16  #include <boost/accumulators/statistics/stats.hpp>
17  #include <boost/accumulators/statistics/weighted_p_square_quantile.hpp>
18  
19  using namespace boost;
20  using namespace unit_test;
21  using namespace boost::accumulators;
22  
23  ///////////////////////////////////////////////////////////////////////////////
24  // test_stat
25  //
test_stat()26  void test_stat()
27  {
28      typedef accumulator_set<double, stats<tag::weighted_p_square_quantile>, double> accumulator_t;
29  
30      // tolerance in %
31      double epsilon = 1;
32  
33      // some random number generators
34      double mu4 = -1.0;
35      double mu5 = -1.0;
36      double mu6 = 1.0;
37      double mu7 = 1.0;
38      boost::lagged_fibonacci607 rng;
39      boost::normal_distribution<> mean_sigma4(mu4, 1);
40      boost::normal_distribution<> mean_sigma5(mu5, 1);
41      boost::normal_distribution<> mean_sigma6(mu6, 1);
42      boost::normal_distribution<> mean_sigma7(mu7, 1);
43      boost::variate_generator<boost::lagged_fibonacci607&, boost::normal_distribution<> > normal4(rng, mean_sigma4);
44      boost::variate_generator<boost::lagged_fibonacci607&, boost::normal_distribution<> > normal5(rng, mean_sigma5);
45      boost::variate_generator<boost::lagged_fibonacci607&, boost::normal_distribution<> > normal6(rng, mean_sigma6);
46      boost::variate_generator<boost::lagged_fibonacci607&, boost::normal_distribution<> > normal7(rng, mean_sigma7);
47  
48      accumulator_t acc0(quantile_probability = 0.001);
49      accumulator_t acc1(quantile_probability = 0.025);
50      accumulator_t acc2(quantile_probability = 0.975);
51      accumulator_t acc3(quantile_probability = 0.999);
52  
53      accumulator_t acc4(quantile_probability = 0.001);
54      accumulator_t acc5(quantile_probability = 0.025);
55      accumulator_t acc6(quantile_probability = 0.975);
56      accumulator_t acc7(quantile_probability = 0.999);
57  
58  
59      for (std::size_t i=0; i<100000; ++i)
60      {
61          double sample = rng();
62          acc0(sample, weight = 1.);
63          acc1(sample, weight = 1.);
64          acc2(sample, weight = 1.);
65          acc3(sample, weight = 1.);
66  
67          double sample4 = normal4();
68          double sample5 = normal5();
69          double sample6 = normal6();
70          double sample7 = normal7();
71          acc4(sample4, weight = std::exp(-mu4 * (sample4 - 0.5 * mu4)));
72          acc5(sample5, weight = std::exp(-mu5 * (sample5 - 0.5 * mu5)));
73          acc6(sample6, weight = std::exp(-mu6 * (sample6 - 0.5 * mu6)));
74          acc7(sample7, weight = std::exp(-mu7 * (sample7 - 0.5 * mu7)));
75      }
76      // check for uniform distribution with weight = 1
77      BOOST_CHECK_CLOSE( weighted_p_square_quantile(acc0), 0.001, 28 );
78      BOOST_CHECK_CLOSE( weighted_p_square_quantile(acc1), 0.025, 5 );
79      BOOST_CHECK_CLOSE( weighted_p_square_quantile(acc2), 0.975, epsilon );
80      BOOST_CHECK_CLOSE( weighted_p_square_quantile(acc3), 0.999, epsilon );
81  
82      // check for shifted standard normal distribution ("importance sampling")
83      BOOST_CHECK_CLOSE( weighted_p_square_quantile(acc4), -3.090232, epsilon );
84      BOOST_CHECK_CLOSE( weighted_p_square_quantile(acc5), -1.959963, epsilon );
85      BOOST_CHECK_CLOSE( weighted_p_square_quantile(acc6),  1.959963, epsilon );
86      BOOST_CHECK_CLOSE( weighted_p_square_quantile(acc7),  3.090232, epsilon );
87  }
88  
89  ///////////////////////////////////////////////////////////////////////////////
90  // init_unit_test_suite
91  //
init_unit_test_suite(int argc,char * argv[])92  test_suite* init_unit_test_suite( int argc, char* argv[] )
93  {
94      test_suite *test = BOOST_TEST_SUITE("weighted_p_square_quantile test");
95  
96      test->add(BOOST_TEST_CASE(&test_stat));
97  
98      return test;
99  }
100  
101