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			269 lines
		
	
	
		
			9.7 KiB
		
	
	
	
		
			C++
		
	
	
	
	
	
		
		
			
		
	
	
			269 lines
		
	
	
		
			9.7 KiB
		
	
	
	
		
			C++
		
	
	
	
	
	
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								// Copyright John Maddock 2006.
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								// Copyright Paul A. Bristow 2007, 2010.
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								// Use, modification and distribution are subject to the
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								// Boost Software License, Version 1.0.
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								// (See accompanying file LICENSE_1_0.txt
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								// or copy at http://www.boost.org/LICENSE_1_0.txt)
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								// test_gamma_dist.cpp
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								// http://en.wikipedia.org/wiki/Gamma_distribution
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								// http://www.itl.nist.gov/div898/handbook/eda/section3/eda366b.htm
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								// Also:
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								// Weisstein, Eric W. "Gamma Distribution."
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								// From MathWorld--A Wolfram Web Resource.
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								// http://mathworld.wolfram.com/GammaDistribution.html
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								#include <pch.hpp> // include directory libs/math/src/tr1/ is needed.
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								#include <boost/math/concepts/real_concept.hpp> // for real_concept
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								#define BOOST_TEST_MAIN
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								#include <boost/test/unit_test.hpp> // Boost.Test
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								#include <boost/test/floating_point_comparison.hpp>
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								#include <boost/math/distributions/gamma.hpp>
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								    using boost::math::gamma_distribution;
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								#include <boost/math/tools/test.hpp>
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								#include "test_out_of_range.hpp"
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								#include <iostream>
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								#include <iomanip>
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								   using std::cout;
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								   using std::endl;
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								   using std::setprecision;
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								#include <limits>
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								  using std::numeric_limits;
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								template <class RealType>
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								RealType NaivePDF(RealType shape, RealType scale, RealType x)
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								{
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								   // Deliberately naive PDF calculator again which
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								   // we'll compare our pdf function.  However some
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								   // published values to compare against would be better....
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								   using namespace std;
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								   RealType result = log(x) * (shape - 1) - x / scale - boost::math::lgamma(shape) - log(scale) * shape;
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								   return exp(result);
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								}
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								template <class RealType>
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								void check_gamma(RealType shape, RealType scale, RealType x, RealType p, RealType q, RealType tol)
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								{
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								   BOOST_CHECK_CLOSE(
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								      ::boost::math::cdf(
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								         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.
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								   BOOST_CHECK_CLOSE(
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								      ::boost::math::cdf(
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								         complement(
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								            gamma_distribution<RealType>(shape, scale), // distribution.
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								            x)),                                        // random variable.
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								         q,                                             // probability complement.
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								         tol);                                          // %tolerance.
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								   if(p < 0.999)
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								   {
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								      BOOST_CHECK_CLOSE(
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								         ::boost::math::quantile(
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								            gamma_distribution<RealType>(shape, scale),    // distribution.
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								            p),                                            // probability.
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								            x,                                             // random variable.
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								            tol);                                          // %tolerance.
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								   }
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								   if(q < 0.999)
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								   {
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								      BOOST_CHECK_CLOSE(
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								         ::boost::math::quantile(
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								            complement(
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								               gamma_distribution<RealType>(shape, scale), // distribution.
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								               q)),                                        // probability complement.
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								            x,                                             // random variable.
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								            tol);                                          // %tolerance.
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								   }
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								   // PDF:
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								   BOOST_CHECK_CLOSE(
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								      boost::math::pdf(
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								         gamma_distribution<RealType>(shape, scale),    // distribution.
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								         x),                                            // random variable.
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								         NaivePDF(shape, scale, x),                     // PDF
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								         tol);                                          // %tolerance.
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								}
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								template <class RealType>
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								void test_spots(RealType)
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								{
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								   // Basic sanity checks
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								   //
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								   // 15 decimal places expressed as a persentage.
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								   // The first tests use values generated by MathCAD,
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								   // and should be accurate to around double precision.
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								   //
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								   RealType tolerance = (std::max)(RealType(5e-14f), std::numeric_limits<RealType>::epsilon() * 20) * 100;
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								   cout << "Tolerance for type " << typeid(RealType).name()  << " is " << tolerance << " %" << endl;
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								   check_gamma(
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								      static_cast<RealType>(0.5),
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								      static_cast<RealType>(1),
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								      static_cast<RealType>(0.5),
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								      static_cast<RealType>(0.682689492137085),
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								      static_cast<RealType>(1-0.682689492137085),
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								      tolerance);
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								   check_gamma(
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								      static_cast<RealType>(2),
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								      static_cast<RealType>(1),
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								      static_cast<RealType>(0.5),
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								      static_cast<RealType>(0.090204010431050),
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								      static_cast<RealType>(1-0.090204010431050),
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								      tolerance);
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								   check_gamma(
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								      static_cast<RealType>(40),
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								      static_cast<RealType>(1),
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								      static_cast<RealType>(10),
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								      static_cast<RealType>(7.34163631456064E-13),
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								      static_cast<RealType>(1-7.34163631456064E-13),
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								      tolerance);
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								   //
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								   // Some more test data generated by the online
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								   // calculator at http://espse.ed.psu.edu/edpsych/faculty/rhale/hale/507Mat/statlets/free/pdist.htm
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								   // 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).
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								   // To be fair the incomplete gamma is tricky to get right in this area...
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								   //
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								   tolerance = 1e-5f * 100; // 5 decimal places as a persentage
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								   cout << "Tolerance for type " << typeid(RealType).name()  << " is " << tolerance << " %" << endl;
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								   check_gamma(
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								      static_cast<RealType>(2),
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								      static_cast<RealType>(1)/5,
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								      static_cast<RealType>(0.1),
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								      static_cast<RealType>(0.090204),
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								      static_cast<RealType>(1-0.090204),
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								      tolerance);
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								   check_gamma(
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								      static_cast<RealType>(2),
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								      static_cast<RealType>(1)/5,
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								      static_cast<RealType>(0.5),
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								      static_cast<RealType>(1-0.287298),
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								      static_cast<RealType>(0.287298),
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								      tolerance);
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								   check_gamma(
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								      static_cast<RealType>(3),
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								      static_cast<RealType>(2),
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								      static_cast<RealType>(1),
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								      static_cast<RealType>(0.014388),
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								      static_cast<RealType>(1-0.014388),
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								      tolerance * 10); // one less decimal place in the test value
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								   check_gamma(
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								      static_cast<RealType>(3),
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								      static_cast<RealType>(2),
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								      static_cast<RealType>(5),
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								      static_cast<RealType>(0.456187),
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								      static_cast<RealType>(1-0.456187),
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								      tolerance);
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								    RealType tol2 = boost::math::tools::epsilon<RealType>() * 5 * 100;  // 5 eps as a persentage
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								    gamma_distribution<RealType> dist(8, 3);
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								    RealType x = static_cast<RealType>(0.125);
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								    using namespace std; // ADL of std names.
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								    // mean:
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								    BOOST_CHECK_CLOSE(
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								       mean(dist)
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								       , static_cast<RealType>(8*3), tol2);
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								    // variance:
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								    BOOST_CHECK_CLOSE(
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								       variance(dist)
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								       , static_cast<RealType>(8*3*3), tol2);
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								    // std deviation:
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								    BOOST_CHECK_CLOSE(
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								       standard_deviation(dist)
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								       , sqrt(static_cast<RealType>(8*3*3)), tol2);
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								    // hazard:
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								    BOOST_CHECK_CLOSE(
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								       hazard(dist, x)
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								       , pdf(dist, x) / cdf(complement(dist, x)), tol2);
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								    // cumulative hazard:
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								    BOOST_CHECK_CLOSE(
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								       chf(dist, x)
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								       , -log(cdf(complement(dist, x))), tol2);
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								    // coefficient_of_variation:
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								    BOOST_CHECK_CLOSE(
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								       coefficient_of_variation(dist)
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								       , standard_deviation(dist) / mean(dist), tol2);
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								    // mode:
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								    BOOST_CHECK_CLOSE(
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								       mode(dist)
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								       , static_cast<RealType>(7 * 3), tol2);
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								    // skewness:
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								    BOOST_CHECK_CLOSE(
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								       skewness(dist)
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								       , 2 / sqrt(static_cast<RealType>(8)), tol2);
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								    // kertosis:
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								    BOOST_CHECK_CLOSE(
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								       kurtosis(dist)
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								       , 3 + 6 / static_cast<RealType>(8), tol2);
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								    // kertosis excess:
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								    BOOST_CHECK_CLOSE(
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								       kurtosis_excess(dist)
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								       , 6 / static_cast<RealType>(8), tol2);
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								    BOOST_CHECK_CLOSE(
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								       median(dist), static_cast<RealType>(23.007748327502412), // double precision test value
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								       (std::max)(tol2, static_cast<RealType>(std::numeric_limits<double>::epsilon() * 2 * 100))); // 2 eps as persent
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								    // Rely on default definition in derived accessors.
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								   // error tests
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								   check_out_of_range<boost::math::gamma_distribution<RealType> >(1, 1);
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								   BOOST_MATH_CHECK_THROW(boost::math::gamma_distribution<RealType>(0, 1), std::domain_error);
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								   BOOST_MATH_CHECK_THROW(boost::math::gamma_distribution<RealType>(-1, 1), std::domain_error);
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								   BOOST_MATH_CHECK_THROW(boost::math::gamma_distribution<RealType>(1, 0), std::domain_error);
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								   BOOST_MATH_CHECK_THROW(boost::math::gamma_distribution<RealType>(1, -1), std::domain_error);
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								} // template <class RealType>void test_spots(RealType)
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								BOOST_AUTO_TEST_CASE( test_main )
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								{
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								   // Basic sanity-check spot values.
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								   // (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
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								  test_spots(0.0L); // Test long double.
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								#ifndef BOOST_MATH_NO_REAL_CONCEPT_TESTS
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								  test_spots(boost::math::concepts::real_concept(0.)); // Test real concept.
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								#endif
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								#else
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								   std::cout << "<note>The long double tests have been disabled on this platform "
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								      "either because the long double overloads of the usual math functions are "
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						||
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								      "not available at all, or because they are too inaccurate for these tests "
							 | 
						||
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								      "to pass.</note>" << std::endl;
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						||
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								#endif
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								} // BOOST_AUTO_TEST_CASE( test_main )
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								/*
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								Output:
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								Autorun "i:\boost-06-05-03-1300\libs\math\test\Math_test\debug\test_gamma_dist.exe"
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								Running 1 test case...
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								Tolerance for type float is 0.000238419 %
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								Tolerance for type float is 0.001 %
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								Tolerance for type double is 5e-012 %
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								Tolerance for type double is 0.001 %
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								Tolerance for type long double is 5e-012 %
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								Tolerance for type long double is 0.001 %
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								Tolerance for type class boost::math::concepts::real_concept is 5e-012 %
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								 | 
							
								Tolerance for type class boost::math::concepts::real_concept is 0.001 %
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								*** No errors detected
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								*/
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