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- ///////////////////////////////////////////////////////////////////////////////
- // tail_quantile.hpp
- //
- // Copyright 2006 Daniel Egloff, Olivier Gygi. Distributed under 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)
- #ifndef BOOST_ACCUMULATORS_STATISTICS_TAIL_QUANTILE_HPP_DE_01_01_2006
- #define BOOST_ACCUMULATORS_STATISTICS_TAIL_QUANTILE_HPP_DE_01_01_2006
- #include <vector>
- #include <limits>
- #include <functional>
- #include <sstream>
- #include <stdexcept>
- #include <boost/config/no_tr1/cmath.hpp> // For ceil
- #include <boost/throw_exception.hpp>
- #include <boost/parameter/keyword.hpp>
- #include <boost/mpl/placeholders.hpp>
- #include <boost/mpl/if.hpp>
- #include <boost/type_traits/is_same.hpp>
- #include <boost/accumulators/framework/depends_on.hpp>
- #include <boost/accumulators/framework/accumulator_base.hpp>
- #include <boost/accumulators/framework/extractor.hpp>
- #include <boost/accumulators/numeric/functional.hpp>
- #include <boost/accumulators/framework/parameters/sample.hpp>
- #include <boost/accumulators/statistics_fwd.hpp>
- #include <boost/accumulators/statistics/tail.hpp>
- #include <boost/accumulators/statistics/count.hpp>
- #include <boost/accumulators/statistics/parameters/quantile_probability.hpp>
- #ifdef _MSC_VER
- # pragma warning(push)
- # pragma warning(disable: 4127) // conditional expression is constant
- #endif
- namespace boost { namespace accumulators
- {
- namespace impl
- {
- ///////////////////////////////////////////////////////////////////////////////
- // tail_quantile_impl
- // Tail quantile estimation based on order statistics
- /**
- @brief Tail quantile estimation based on order statistics (for both left and right tails)
- The estimation of a tail quantile \f$\hat{q}\f$ with level \f$\alpha\f$ based on order statistics requires the
- caching of at least the \f$\lceil n\alpha\rceil\f$ smallest or the \f$\lceil n(1-\alpha)\rceil\f$ largest samples,
- \f$n\f$ being the total number of samples. The largest of the \f$\lceil n\alpha\rceil\f$ smallest samples or the
- smallest of the \f$\lceil n(1-\alpha)\rceil\f$ largest samples provides an estimate for the quantile:
- \f[
- \hat{q}_{n,\alpha} = X_{\lceil \alpha n \rceil:n}
- \f]
- @param quantile_probability
- */
- template<typename Sample, typename LeftRight>
- struct tail_quantile_impl
- : accumulator_base
- {
- // for boost::result_of
- typedef Sample result_type;
- tail_quantile_impl(dont_care) {}
- template<typename Args>
- result_type result(Args const &args) const
- {
- std::size_t cnt = count(args);
- std::size_t n = static_cast<std::size_t>(
- std::ceil(
- cnt * ( ( is_same<LeftRight, left>::value ) ? args[quantile_probability] : 1. - args[quantile_probability] )
- )
- );
- // If n is in a valid range, return result, otherwise return NaN or throw exception
- if ( n < static_cast<std::size_t>(tail(args).size()))
- {
- // Note that the cached samples of the left are sorted in ascending order,
- // whereas the samples of the right tail are sorted in descending order
- return *(boost::begin(tail(args)) + n - 1);
- }
- else
- {
- if (std::numeric_limits<result_type>::has_quiet_NaN)
- {
- return std::numeric_limits<result_type>::quiet_NaN();
- }
- else
- {
- std::ostringstream msg;
- msg << "index n = " << n << " is not in valid range [0, " << tail(args).size() << ")";
- boost::throw_exception(std::runtime_error(msg.str()));
- return Sample(0);
- }
- }
- }
-
- // serialization is done by accumulators it depends on
- template<class Archive>
- void serialize(Archive & ar, const unsigned int file_version) {}
- };
- } // namespace impl
- ///////////////////////////////////////////////////////////////////////////////
- // tag::tail_quantile<>
- //
- namespace tag
- {
- template<typename LeftRight>
- struct tail_quantile
- : depends_on<count, tail<LeftRight> >
- {
- /// INTERNAL ONLY
- ///
- typedef accumulators::impl::tail_quantile_impl<mpl::_1, LeftRight> impl;
- };
- }
- ///////////////////////////////////////////////////////////////////////////////
- // extract::tail_quantile
- //
- namespace extract
- {
- extractor<tag::quantile> const tail_quantile = {};
- BOOST_ACCUMULATORS_IGNORE_GLOBAL(tail_quantile)
- }
- using extract::tail_quantile;
- // for the purposes of feature-based dependency resolution,
- // tail_quantile<LeftRight> provide the same feature as quantile
- template<typename LeftRight>
- struct feature_of<tag::tail_quantile<LeftRight> >
- : feature_of<tag::quantile>
- {
- };
- // So that tail_quantile can be automatically substituted with
- // weighted_tail_quantile when the weight parameter is non-void.
- template<typename LeftRight>
- struct as_weighted_feature<tag::tail_quantile<LeftRight> >
- {
- typedef tag::weighted_tail_quantile<LeftRight> type;
- };
- template<typename LeftRight>
- struct feature_of<tag::weighted_tail_quantile<LeftRight> >
- : feature_of<tag::tail_quantile<LeftRight> >
- {};
- }} // namespace boost::accumulators
- #ifdef _MSC_VER
- # pragma warning(pop)
- #endif
- #endif
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