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- // (C) Copyright 2006 Eric Niebler, Olivier Gygi
- // Use, modification and distribution are subject to the
- // Boost Software License, Version 1.0. (See accompanying file
- // LICENSE_1_0.txt or copy at http://www.boost.org/LICENSE_1_0.txt)
- #include <boost/test/unit_test.hpp>
- #include <boost/test/floating_point_comparison.hpp>
- #include <boost/random.hpp>
- #include <boost/accumulators/accumulators.hpp>
- #include <boost/accumulators/statistics/stats.hpp>
- #include <boost/accumulators/statistics/weighted_variance.hpp>
- using namespace boost;
- using namespace unit_test;
- using namespace accumulators;
- ///////////////////////////////////////////////////////////////////////////////
- // test_stat
- //
- void test_stat()
- {
- // lazy weighted_variance
- accumulator_set<int, stats<tag::weighted_variance(lazy)>, int> acc1;
- acc1(1, weight = 2); // 2
- acc1(2, weight = 3); // 6
- acc1(3, weight = 1); // 3
- acc1(4, weight = 4); // 16
- acc1(5, weight = 1); // 5
- // weighted_mean = (2+6+3+16+5) / (2+3+1+4+1) = 32 / 11 = 2.9090909090909090909090909090909
- BOOST_CHECK_EQUAL(5u, count(acc1));
- BOOST_CHECK_CLOSE(2.9090909, weighted_mean(acc1), 1e-5);
- BOOST_CHECK_CLOSE(10.1818182, accumulators::weighted_moment<2>(acc1), 1e-5);
- BOOST_CHECK_CLOSE(1.7190083, weighted_variance(acc1), 1e-5);
- accumulator_set<int, stats<tag::weighted_variance>, int> acc2;
- acc2(1, weight = 2);
- acc2(2, weight = 3);
- acc2(3, weight = 1);
- acc2(4, weight = 4);
- acc2(5, weight = 1);
- BOOST_CHECK_EQUAL(5u, count(acc2));
- BOOST_CHECK_CLOSE(2.9090909, weighted_mean(acc2), 1e-5);
- BOOST_CHECK_CLOSE(1.7190083, weighted_variance(acc2), 1e-5);
- // check lazy and immediate variance with random numbers
- // two random number generators
- boost::lagged_fibonacci607 rng;
- boost::normal_distribution<> mean_sigma(0,1);
- boost::variate_generator<boost::lagged_fibonacci607&, boost::normal_distribution<> > normal(rng, mean_sigma);
- accumulator_set<double, stats<tag::weighted_variance(lazy)>, double > acc_lazy;
- accumulator_set<double, stats<tag::weighted_variance>, double > acc_immediate;
- for (std::size_t i=0; i<10000; ++i)
- {
- double value = normal();
- acc_lazy(value, weight = rng());
- acc_immediate(value, weight = rng());
- }
- BOOST_CHECK_CLOSE(1., weighted_variance(acc_lazy), 5.);
- BOOST_CHECK_CLOSE(1., weighted_variance(acc_immediate), 5.);
- }
- ///////////////////////////////////////////////////////////////////////////////
- // init_unit_test_suite
- //
- test_suite* init_unit_test_suite( int argc, char* argv[] )
- {
- test_suite *test = BOOST_TEST_SUITE("weighted_variance test");
- test->add(BOOST_TEST_CASE(&test_stat));
- return test;
- }
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