Chris@16: /////////////////////////////////////////////////////////////////////////////// Chris@16: // tail_quantile.hpp Chris@16: // Chris@16: // Copyright 2006 Daniel Egloff, Olivier Gygi. Distributed under the Boost Chris@16: // Software License, Version 1.0. (See accompanying file Chris@16: // LICENSE_1_0.txt or copy at http://www.boost.org/LICENSE_1_0.txt) Chris@16: Chris@16: #ifndef BOOST_ACCUMULATORS_STATISTICS_TAIL_QUANTILE_HPP_DE_01_01_2006 Chris@16: #define BOOST_ACCUMULATORS_STATISTICS_TAIL_QUANTILE_HPP_DE_01_01_2006 Chris@16: Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include // For ceil Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: #include Chris@16: Chris@16: #ifdef _MSC_VER Chris@16: # pragma warning(push) Chris@16: # pragma warning(disable: 4127) // conditional expression is constant Chris@16: #endif Chris@16: Chris@16: namespace boost { namespace accumulators Chris@16: { Chris@16: Chris@16: namespace impl Chris@16: { Chris@16: /////////////////////////////////////////////////////////////////////////////// Chris@16: // tail_quantile_impl Chris@16: // Tail quantile estimation based on order statistics Chris@16: /** Chris@16: @brief Tail quantile estimation based on order statistics (for both left and right tails) Chris@16: Chris@16: The estimation of a tail quantile \f$\hat{q}\f$ with level \f$\alpha\f$ based on order statistics requires the Chris@16: caching of at least the \f$\lceil n\alpha\rceil\f$ smallest or the \f$\lceil n(1-\alpha)\rceil\f$ largest samples, Chris@16: \f$n\f$ being the total number of samples. The largest of the \f$\lceil n\alpha\rceil\f$ smallest samples or the Chris@16: smallest of the \f$\lceil n(1-\alpha)\rceil\f$ largest samples provides an estimate for the quantile: Chris@16: Chris@16: \f[ Chris@16: \hat{q}_{n,\alpha} = X_{\lceil \alpha n \rceil:n} Chris@16: \f] Chris@16: Chris@16: @param quantile_probability Chris@16: */ Chris@16: template Chris@16: struct tail_quantile_impl Chris@16: : accumulator_base Chris@16: { Chris@16: // for boost::result_of Chris@16: typedef Sample result_type; Chris@16: Chris@16: tail_quantile_impl(dont_care) {} Chris@16: Chris@16: template Chris@16: result_type result(Args const &args) const Chris@16: { Chris@16: std::size_t cnt = count(args); Chris@16: Chris@16: std::size_t n = static_cast( Chris@16: std::ceil( Chris@16: cnt * ( ( is_same::value ) ? args[quantile_probability] : 1. - args[quantile_probability] ) Chris@16: ) Chris@16: ); Chris@16: Chris@16: // If n is in a valid range, return result, otherwise return NaN or throw exception Chris@16: if ( n < static_cast(tail(args).size())) Chris@16: { Chris@16: // Note that the cached samples of the left are sorted in ascending order, Chris@16: // whereas the samples of the right tail are sorted in descending order Chris@16: return *(boost::begin(tail(args)) + n - 1); Chris@16: } Chris@16: else Chris@16: { Chris@16: if (std::numeric_limits::has_quiet_NaN) Chris@16: { Chris@16: return std::numeric_limits::quiet_NaN(); Chris@16: } Chris@16: else Chris@16: { Chris@16: std::ostringstream msg; Chris@16: msg << "index n = " << n << " is not in valid range [0, " << tail(args).size() << ")"; Chris@16: boost::throw_exception(std::runtime_error(msg.str())); Chris@16: return Sample(0); Chris@16: } Chris@16: } Chris@16: } Chris@16: }; Chris@16: } // namespace impl Chris@16: Chris@16: /////////////////////////////////////////////////////////////////////////////// Chris@16: // tag::tail_quantile<> Chris@16: // Chris@16: namespace tag Chris@16: { Chris@16: template Chris@16: struct tail_quantile Chris@16: : depends_on > Chris@16: { Chris@16: /// INTERNAL ONLY Chris@16: /// Chris@16: typedef accumulators::impl::tail_quantile_impl impl; Chris@16: }; Chris@16: } Chris@16: Chris@16: /////////////////////////////////////////////////////////////////////////////// Chris@16: // extract::tail_quantile Chris@16: // Chris@16: namespace extract Chris@16: { Chris@16: extractor const tail_quantile = {}; Chris@16: Chris@16: BOOST_ACCUMULATORS_IGNORE_GLOBAL(tail_quantile) Chris@16: } Chris@16: Chris@16: using extract::tail_quantile; Chris@16: Chris@16: // for the purposes of feature-based dependency resolution, Chris@16: // tail_quantile provide the same feature as quantile Chris@16: template Chris@16: struct feature_of > Chris@16: : feature_of Chris@16: { Chris@16: }; Chris@16: Chris@16: // So that tail_quantile can be automatically substituted with Chris@16: // weighted_tail_quantile when the weight parameter is non-void. Chris@16: template Chris@16: struct as_weighted_feature > Chris@16: { Chris@16: typedef tag::weighted_tail_quantile type; Chris@16: }; Chris@16: Chris@16: template Chris@16: struct feature_of > Chris@16: : feature_of > Chris@16: {}; Chris@16: Chris@16: }} // namespace boost::accumulators Chris@16: Chris@16: #ifdef _MSC_VER Chris@16: # pragma warning(pop) Chris@16: #endif Chris@16: Chris@16: #endif