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158 lines
5.2 KiB
158 lines
5.2 KiB
/////////////////////////////////////////////////////////////////////////////// |
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// tail_quantile.hpp |
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// |
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// Copyright 2006 Daniel Egloff, Olivier Gygi. Distributed under the Boost |
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// Software License, Version 1.0. (See accompanying file |
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// LICENSE_1_0.txt or copy at http://www.boost.org/LICENSE_1_0.txt) |
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#ifndef BOOST_ACCUMULATORS_STATISTICS_TAIL_QUANTILE_HPP_DE_01_01_2006 |
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#define BOOST_ACCUMULATORS_STATISTICS_TAIL_QUANTILE_HPP_DE_01_01_2006 |
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#include <vector> |
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#include <limits> |
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#include <functional> |
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#include <sstream> |
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#include <stdexcept> |
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#include <boost/config/no_tr1/cmath.hpp> // For ceil |
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#include <boost/throw_exception.hpp> |
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#include <boost/parameter/keyword.hpp> |
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#include <boost/mpl/placeholders.hpp> |
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#include <boost/mpl/if.hpp> |
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#include <boost/type_traits/is_same.hpp> |
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#include <boost/accumulators/framework/depends_on.hpp> |
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#include <boost/accumulators/framework/accumulator_base.hpp> |
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#include <boost/accumulators/framework/extractor.hpp> |
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#include <boost/accumulators/numeric/functional.hpp> |
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#include <boost/accumulators/framework/parameters/sample.hpp> |
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#include <boost/accumulators/statistics_fwd.hpp> |
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#include <boost/accumulators/statistics/tail.hpp> |
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#include <boost/accumulators/statistics/count.hpp> |
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#include <boost/accumulators/statistics/parameters/quantile_probability.hpp> |
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#ifdef _MSC_VER |
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# pragma warning(push) |
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# pragma warning(disable: 4127) // conditional expression is constant |
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#endif |
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namespace boost { namespace accumulators |
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{ |
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namespace impl |
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{ |
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/////////////////////////////////////////////////////////////////////////////// |
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// tail_quantile_impl |
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// Tail quantile estimation based on order statistics |
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/** |
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@brief Tail quantile estimation based on order statistics (for both left and right tails) |
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The estimation of a tail quantile \f$\hat{q}\f$ with level \f$\alpha\f$ based on order statistics requires the |
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chaching of at least the \f$\lceil n\alpha\rceil\f$ smallest or the \f$\lceil n(1-\alpha)\rceil\f$ largest samples, |
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\f$n\f$ being the total number of samples. The largest of the \f$\lceil n\alpha\rceil\f$ smallest samples or the |
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smallest of the \f$\lceil n(1-\alpha)\rceil\f$ largest samples provides an estimate for the quantile: |
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\f[ |
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\hat{q}_{n,\alpha} = X_{\lceil \alpha n \rceil:n} |
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\f] |
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@param quantile_probability |
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*/ |
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template<typename Sample, typename LeftRight> |
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struct tail_quantile_impl |
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: accumulator_base |
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{ |
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// for boost::result_of |
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typedef Sample result_type; |
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tail_quantile_impl(dont_care) {} |
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template<typename Args> |
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result_type result(Args const &args) const |
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{ |
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std::size_t cnt = count(args); |
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std::size_t n = static_cast<std::size_t>( |
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std::ceil( |
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cnt * ( ( is_same<LeftRight, left>::value ) ? args[quantile_probability] : 1. - args[quantile_probability] ) |
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) |
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); |
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// If n is in a valid range, return result, otherwise return NaN or throw exception |
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if ( n < static_cast<std::size_t>(tail(args).size())) |
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{ |
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// Note that the cached samples of the left are sorted in ascending order, |
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// whereas the samples of the right tail are sorted in descending order |
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return *(boost::begin(tail(args)) + n - 1); |
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} |
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else |
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{ |
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if (std::numeric_limits<result_type>::has_quiet_NaN) |
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{ |
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return std::numeric_limits<result_type>::quiet_NaN(); |
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} |
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else |
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{ |
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std::ostringstream msg; |
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msg << "index n = " << n << " is not in valid range [0, " << tail(args).size() << ")"; |
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boost::throw_exception(std::runtime_error(msg.str())); |
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return Sample(0); |
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} |
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} |
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} |
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}; |
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} // namespace impl |
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/////////////////////////////////////////////////////////////////////////////// |
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// tag::tail_quantile<> |
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// |
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namespace tag |
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{ |
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template<typename LeftRight> |
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struct tail_quantile |
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: depends_on<count, tail<LeftRight> > |
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{ |
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/// INTERNAL ONLY |
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/// |
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typedef accumulators::impl::tail_quantile_impl<mpl::_1, LeftRight> impl; |
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}; |
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} |
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/////////////////////////////////////////////////////////////////////////////// |
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// extract::tail_quantile |
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// |
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namespace extract |
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{ |
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extractor<tag::quantile> const tail_quantile = {}; |
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BOOST_ACCUMULATORS_IGNORE_GLOBAL(tail_quantile) |
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} |
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using extract::tail_quantile; |
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// for the purposes of feature-based dependency resolution, |
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// tail_quantile<LeftRight> provide the same feature as quantile |
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template<typename LeftRight> |
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struct feature_of<tag::tail_quantile<LeftRight> > |
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: feature_of<tag::quantile> |
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{ |
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}; |
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// So that tail_quantile can be automatically substituted with |
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// weighted_tail_quantile when the weight parameter is non-void. |
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template<typename LeftRight> |
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struct as_weighted_feature<tag::tail_quantile<LeftRight> > |
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{ |
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typedef tag::weighted_tail_quantile<LeftRight> type; |
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}; |
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template<typename LeftRight> |
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struct feature_of<tag::weighted_tail_quantile<LeftRight> > |
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: feature_of<tag::tail_quantile<LeftRight> > |
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{}; |
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}} // namespace boost::accumulators |
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#ifdef _MSC_VER |
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# pragma warning(pop) |
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#endif |
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#endif
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