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			269 lines
		
	
	
		
			9.7 KiB
		
	
	
	
		
			C++
		
	
	
	
	
	
		
		
			
		
	
	
			269 lines
		
	
	
		
			9.7 KiB
		
	
	
	
		
			C++
		
	
	
	
	
	
|  | // Copyright John Maddock 2006.
 | ||
|  | // Copyright Paul A. Bristow 2007, 2010.
 | ||
|  | 
 | ||
|  | // 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)
 | ||
|  | 
 | ||
|  | // test_gamma_dist.cpp
 | ||
|  | 
 | ||
|  | // http://en.wikipedia.org/wiki/Gamma_distribution
 | ||
|  | // http://www.itl.nist.gov/div898/handbook/eda/section3/eda366b.htm
 | ||
|  | // Also:
 | ||
|  | // Weisstein, Eric W. "Gamma Distribution."
 | ||
|  | // From MathWorld--A Wolfram Web Resource.
 | ||
|  | // http://mathworld.wolfram.com/GammaDistribution.html
 | ||
|  | 
 | ||
|  | #include <pch.hpp> // include directory libs/math/src/tr1/ is needed.
 | ||
|  | 
 | ||
|  | #include <boost/math/concepts/real_concept.hpp> // for real_concept
 | ||
|  | #define BOOST_TEST_MAIN
 | ||
|  | #include <boost/test/unit_test.hpp> // Boost.Test
 | ||
|  | #include <boost/test/floating_point_comparison.hpp>
 | ||
|  | 
 | ||
|  | #include <boost/math/distributions/gamma.hpp>
 | ||
|  |     using boost::math::gamma_distribution; | ||
|  | #include <boost/math/tools/test.hpp>
 | ||
|  | #include "test_out_of_range.hpp"
 | ||
|  | 
 | ||
|  | #include <iostream>
 | ||
|  | #include <iomanip>
 | ||
|  |    using std::cout; | ||
|  |    using std::endl; | ||
|  |    using std::setprecision; | ||
|  | #include <limits>
 | ||
|  |   using std::numeric_limits; | ||
|  | 
 | ||
|  | template <class RealType> | ||
|  | RealType NaivePDF(RealType shape, RealType scale, RealType x) | ||
|  | { | ||
|  |    // Deliberately naive PDF calculator again which
 | ||
|  |    // we'll compare our pdf function.  However some
 | ||
|  |    // published values to compare against would be better....
 | ||
|  |    using namespace std; | ||
|  |    RealType result = log(x) * (shape - 1) - x / scale - boost::math::lgamma(shape) - log(scale) * shape; | ||
|  |    return exp(result); | ||
|  | } | ||
|  | 
 | ||
|  | template <class RealType> | ||
|  | void check_gamma(RealType shape, RealType scale, RealType x, RealType p, RealType q, RealType tol) | ||
|  | { | ||
|  |    BOOST_CHECK_CLOSE( | ||
|  |       ::boost::math::cdf( | ||
|  |          gamma_distribution<RealType>(shape, scale),    // distribution.
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|  |          x),                                            // random variable.
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|  |          p,                                             // probability.
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|  |          tol);                                          // %tolerance.
 | ||
|  |    BOOST_CHECK_CLOSE( | ||
|  |       ::boost::math::cdf( | ||
|  |          complement( | ||
|  |             gamma_distribution<RealType>(shape, scale), // distribution.
 | ||
|  |             x)),                                        // random variable.
 | ||
|  |          q,                                             // probability complement.
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|  |          tol);                                          // %tolerance.
 | ||
|  |    if(p < 0.999) | ||
|  |    { | ||
|  |       BOOST_CHECK_CLOSE( | ||
|  |          ::boost::math::quantile( | ||
|  |             gamma_distribution<RealType>(shape, scale),    // distribution.
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|  |             p),                                            // probability.
 | ||
|  |             x,                                             // random variable.
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|  |             tol);                                          // %tolerance.
 | ||
|  |    } | ||
|  |    if(q < 0.999) | ||
|  |    { | ||
|  |       BOOST_CHECK_CLOSE( | ||
|  |          ::boost::math::quantile( | ||
|  |             complement( | ||
|  |                gamma_distribution<RealType>(shape, scale), // distribution.
 | ||
|  |                q)),                                        // probability complement.
 | ||
|  |             x,                                             // random variable.
 | ||
|  |             tol);                                          // %tolerance.
 | ||
|  |    } | ||
|  |    // PDF:
 | ||
|  |    BOOST_CHECK_CLOSE( | ||
|  |       boost::math::pdf( | ||
|  |          gamma_distribution<RealType>(shape, scale),    // distribution.
 | ||
|  |          x),                                            // random variable.
 | ||
|  |          NaivePDF(shape, scale, x),                     // PDF
 | ||
|  |          tol);                                          // %tolerance.
 | ||
|  | } | ||
|  | 
 | ||
|  | template <class RealType> | ||
|  | void test_spots(RealType) | ||
|  | { | ||
|  |    // Basic sanity checks
 | ||
|  |    //
 | ||
|  |    // 15 decimal places expressed as a persentage.
 | ||
|  |    // The first tests use values generated by MathCAD,
 | ||
|  |    // and should be accurate to around double precision.
 | ||
|  |    //
 | ||
|  |    RealType tolerance = (std::max)(RealType(5e-14f), std::numeric_limits<RealType>::epsilon() * 20) * 100; | ||
|  |    cout << "Tolerance for type " << typeid(RealType).name()  << " is " << tolerance << " %" << endl; | ||
|  | 
 | ||
|  |    check_gamma( | ||
|  |       static_cast<RealType>(0.5), | ||
|  |       static_cast<RealType>(1), | ||
|  |       static_cast<RealType>(0.5), | ||
|  |       static_cast<RealType>(0.682689492137085), | ||
|  |       static_cast<RealType>(1-0.682689492137085), | ||
|  |       tolerance); | ||
|  |    check_gamma( | ||
|  |       static_cast<RealType>(2), | ||
|  |       static_cast<RealType>(1), | ||
|  |       static_cast<RealType>(0.5), | ||
|  |       static_cast<RealType>(0.090204010431050), | ||
|  |       static_cast<RealType>(1-0.090204010431050), | ||
|  |       tolerance); | ||
|  |    check_gamma( | ||
|  |       static_cast<RealType>(40), | ||
|  |       static_cast<RealType>(1), | ||
|  |       static_cast<RealType>(10), | ||
|  |       static_cast<RealType>(7.34163631456064E-13), | ||
|  |       static_cast<RealType>(1-7.34163631456064E-13), | ||
|  |       tolerance); | ||
|  | 
 | ||
|  |    //
 | ||
|  |    // Some more test data generated by the online
 | ||
|  |    // calculator at http://espse.ed.psu.edu/edpsych/faculty/rhale/hale/507Mat/statlets/free/pdist.htm
 | ||
|  |    // This has the advantage of supporting the scale parameter as well
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|  |    // as shape, but has only a few digits accuracy, and produces
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|  |    // some deeply suspect values if the shape parameter is < 1
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|  |    // (it doesn't agree with MathCAD or this implementation).
 | ||
|  |    // To be fair the incomplete gamma is tricky to get right in this area...
 | ||
|  |    //
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|  |    tolerance = 1e-5f * 100; // 5 decimal places as a persentage
 | ||
|  |    cout << "Tolerance for type " << typeid(RealType).name()  << " is " << tolerance << " %" << endl; | ||
|  | 
 | ||
|  |    check_gamma( | ||
|  |       static_cast<RealType>(2), | ||
|  |       static_cast<RealType>(1)/5, | ||
|  |       static_cast<RealType>(0.1), | ||
|  |       static_cast<RealType>(0.090204), | ||
|  |       static_cast<RealType>(1-0.090204), | ||
|  |       tolerance); | ||
|  |    check_gamma( | ||
|  |       static_cast<RealType>(2), | ||
|  |       static_cast<RealType>(1)/5, | ||
|  |       static_cast<RealType>(0.5), | ||
|  |       static_cast<RealType>(1-0.287298), | ||
|  |       static_cast<RealType>(0.287298), | ||
|  |       tolerance); | ||
|  |    check_gamma( | ||
|  |       static_cast<RealType>(3), | ||
|  |       static_cast<RealType>(2), | ||
|  |       static_cast<RealType>(1), | ||
|  |       static_cast<RealType>(0.014388), | ||
|  |       static_cast<RealType>(1-0.014388), | ||
|  |       tolerance * 10); // one less decimal place in the test value
 | ||
|  |    check_gamma( | ||
|  |       static_cast<RealType>(3), | ||
|  |       static_cast<RealType>(2), | ||
|  |       static_cast<RealType>(5), | ||
|  |       static_cast<RealType>(0.456187), | ||
|  |       static_cast<RealType>(1-0.456187), | ||
|  |       tolerance); | ||
|  | 
 | ||
|  | 
 | ||
|  |     RealType tol2 = boost::math::tools::epsilon<RealType>() * 5 * 100;  // 5 eps as a persentage
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|  |     gamma_distribution<RealType> dist(8, 3); | ||
|  |     RealType x = static_cast<RealType>(0.125); | ||
|  |     using namespace std; // ADL of std names.
 | ||
|  |     // mean:
 | ||
|  |     BOOST_CHECK_CLOSE( | ||
|  |        mean(dist) | ||
|  |        , static_cast<RealType>(8*3), tol2); | ||
|  |     // variance:
 | ||
|  |     BOOST_CHECK_CLOSE( | ||
|  |        variance(dist) | ||
|  |        , static_cast<RealType>(8*3*3), tol2); | ||
|  |     // std deviation:
 | ||
|  |     BOOST_CHECK_CLOSE( | ||
|  |        standard_deviation(dist) | ||
|  |        , sqrt(static_cast<RealType>(8*3*3)), tol2); | ||
|  |     // hazard:
 | ||
|  |     BOOST_CHECK_CLOSE( | ||
|  |        hazard(dist, x) | ||
|  |        , pdf(dist, x) / cdf(complement(dist, x)), tol2); | ||
|  |     // cumulative hazard:
 | ||
|  |     BOOST_CHECK_CLOSE( | ||
|  |        chf(dist, x) | ||
|  |        , -log(cdf(complement(dist, x))), tol2); | ||
|  |     // coefficient_of_variation:
 | ||
|  |     BOOST_CHECK_CLOSE( | ||
|  |        coefficient_of_variation(dist) | ||
|  |        , standard_deviation(dist) / mean(dist), tol2); | ||
|  |     // mode:
 | ||
|  |     BOOST_CHECK_CLOSE( | ||
|  |        mode(dist) | ||
|  |        , static_cast<RealType>(7 * 3), tol2); | ||
|  |     // skewness:
 | ||
|  |     BOOST_CHECK_CLOSE( | ||
|  |        skewness(dist) | ||
|  |        , 2 / sqrt(static_cast<RealType>(8)), tol2); | ||
|  |     // kertosis:
 | ||
|  |     BOOST_CHECK_CLOSE( | ||
|  |        kurtosis(dist) | ||
|  |        , 3 + 6 / static_cast<RealType>(8), tol2); | ||
|  |     // kertosis excess:
 | ||
|  |     BOOST_CHECK_CLOSE( | ||
|  |        kurtosis_excess(dist) | ||
|  |        , 6 / static_cast<RealType>(8), tol2); | ||
|  | 
 | ||
|  |     BOOST_CHECK_CLOSE( | ||
|  |        median(dist), static_cast<RealType>(23.007748327502412), // double precision test value
 | ||
|  |        (std::max)(tol2, static_cast<RealType>(std::numeric_limits<double>::epsilon() * 2 * 100))); // 2 eps as persent
 | ||
|  |     // Rely on default definition in derived accessors.
 | ||
|  | 
 | ||
|  |    // error tests
 | ||
|  |    check_out_of_range<boost::math::gamma_distribution<RealType> >(1, 1); | ||
|  |    BOOST_MATH_CHECK_THROW(boost::math::gamma_distribution<RealType>(0, 1), std::domain_error); | ||
|  |    BOOST_MATH_CHECK_THROW(boost::math::gamma_distribution<RealType>(-1, 1), std::domain_error); | ||
|  |    BOOST_MATH_CHECK_THROW(boost::math::gamma_distribution<RealType>(1, 0), std::domain_error); | ||
|  |    BOOST_MATH_CHECK_THROW(boost::math::gamma_distribution<RealType>(1, -1), std::domain_error); | ||
|  | 
 | ||
|  | } // template <class RealType>void test_spots(RealType)
 | ||
|  | 
 | ||
|  | BOOST_AUTO_TEST_CASE( test_main ) | ||
|  | { | ||
|  |    // Basic sanity-check spot values.
 | ||
|  |    // (Parameter value, arbitrarily zero, only communicates the floating point type).
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|  |   test_spots(0.0F); // Test float. OK at decdigits = 0 tolerance = 0.0001 %
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|  |   test_spots(0.0); // Test double. OK at decdigits 7, tolerance = 1e07 %
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|  | #ifndef BOOST_MATH_NO_LONG_DOUBLE_MATH_FUNCTIONS
 | ||
|  |   test_spots(0.0L); // Test long double.
 | ||
|  | #ifndef BOOST_MATH_NO_REAL_CONCEPT_TESTS
 | ||
|  |   test_spots(boost::math::concepts::real_concept(0.)); // Test real concept.
 | ||
|  | #endif
 | ||
|  | #else
 | ||
|  |    std::cout << "<note>The long double tests have been disabled on this platform " | ||
|  |       "either because the long double overloads of the usual math functions are " | ||
|  |       "not available at all, or because they are too inaccurate for these tests " | ||
|  |       "to pass.</note>" << std::endl; | ||
|  | #endif
 | ||
|  | 
 | ||
|  |     | ||
|  | } // BOOST_AUTO_TEST_CASE( test_main )
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|  | 
 | ||
|  | 
 | ||
|  | /*
 | ||
|  | 
 | ||
|  | Output: | ||
|  | 
 | ||
|  | Autorun "i:\boost-06-05-03-1300\libs\math\test\Math_test\debug\test_gamma_dist.exe" | ||
|  | Running 1 test case... | ||
|  | Tolerance for type float is 0.000238419 % | ||
|  | Tolerance for type float is 0.001 % | ||
|  | Tolerance for type double is 5e-012 % | ||
|  | Tolerance for type double is 0.001 % | ||
|  | Tolerance for type long double is 5e-012 % | ||
|  | Tolerance for type long double is 0.001 % | ||
|  | Tolerance for type class boost::math::concepts::real_concept is 5e-012 % | ||
|  | Tolerance for type class boost::math::concepts::real_concept is 0.001 % | ||
|  | *** No errors detected | ||
|  | 
 | ||
|  | */ | ||
|  | 
 | ||
|  | 
 |