1 | #ifndef __FASTJET_BACKGROUND_ESTIMATOR_HH__
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2 | #define __FASTJET_BACKGROUND_ESTIMATOR_HH__
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3 |
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4 | //FJSTARTHEADER
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5 | // $Id: JetMedianBackgroundEstimator.hh 4442 2020-05-05 07:50:11Z soyez $
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6 | //
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7 | // Copyright (c) 2005-2020, Matteo Cacciari, Gavin P. Salam and Gregory Soyez
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8 | //
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9 | //----------------------------------------------------------------------
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10 | // This file is part of FastJet.
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11 | //
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12 | // FastJet is free software; you can redistribute it and/or modify
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13 | // it under the terms of the GNU General Public License as published by
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14 | // the Free Software Foundation; either version 2 of the License, or
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15 | // (at your option) any later version.
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16 | //
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17 | // The algorithms that underlie FastJet have required considerable
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18 | // development. They are described in the original FastJet paper,
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19 | // hep-ph/0512210 and in the manual, arXiv:1111.6097. If you use
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20 | // FastJet as part of work towards a scientific publication, please
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21 | // quote the version you use and include a citation to the manual and
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22 | // optionally also to hep-ph/0512210.
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23 | //
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24 | // FastJet is distributed in the hope that it will be useful,
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25 | // but WITHOUT ANY WARRANTY; without even the implied warranty of
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26 | // MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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27 | // GNU General Public License for more details.
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28 | //
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29 | // You should have received a copy of the GNU General Public License
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30 | // along with FastJet. If not, see <http://www.gnu.org/licenses/>.
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31 | //----------------------------------------------------------------------
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32 | //FJENDHEADER
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33 |
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34 | #include <fastjet/ClusterSequenceAreaBase.hh>
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35 | #include <fastjet/AreaDefinition.hh>
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36 | #include <fastjet/FunctionOfPseudoJet.hh>
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37 | #include <fastjet/Selector.hh>
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38 | #include <fastjet/tools/BackgroundEstimatorBase.hh>
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39 | #include <iostream>
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40 |
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41 | FASTJET_BEGIN_NAMESPACE // defined in fastjet/internal/base.hh
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42 |
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43 |
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44 | /// @ingroup tools_background
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45 | /// \class JetMedianBackgroundEstimator
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46 | ///
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47 | /// Class to estimate the pt density of the background per unit area,
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48 | /// using the median of the distribution of pt/area from jets that
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49 | /// pass some selection criterion.
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50 | ///
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51 | /// Events are passed either in the form of the event particles (in
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52 | /// which they're clustered by the class), a ClusterSequenceArea (in
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53 | /// which case the jets used are those returned by "inclusive_jets()")
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54 | /// or directly as a set of jets.
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55 | ///
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56 | /// The selection criterion is typically a geometrical one (e.g. all
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57 | /// jets with |y|<2) sometimes supplemented with some kinematical
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58 | /// restriction (e.g. exclusion of the two hardest jets). It is passed
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59 | /// to the class through a Selector.
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60 | ///
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61 | /// Beware:
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62 | /// by default, to correctly handle partially empty events, the
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63 | /// class attempts to calculate an "empty area", based
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64 | /// (schematically) on
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65 | ///
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66 | /// range.total_area() - sum_{jets_in_range} jets.area()
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67 | ///
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68 | /// For ranges with small areas, this can be inaccurate (particularly
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69 | /// relevant in dense events where empty_area should be zero and ends
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70 | /// up not being zero).
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71 | ///
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72 | /// This calculation of empty area can be avoided if a
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73 | /// ClusterSequenceArea class with explicit ghosts
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74 | /// (ActiveAreaExplicitGhosts) is used. This is _recommended_
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75 | /// unless speed requirements cause you to use Voronoi areas. For
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76 | /// speedy background estimation you could also consider using
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77 | /// GridMedianBackgroundEstimator.
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78 | ///
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79 | ///
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80 | class JetMedianBackgroundEstimator : public BackgroundEstimatorBase {
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81 | public:
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82 | /// @name constructors and destructors
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83 | //\{
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84 | //----------------------------------------------------------------
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85 | /// Constructor that sets the rho range as well as the jet
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86 | /// definition and area definition to be used to cluster the
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87 | /// particles. Prior to the estimation of rho, one has to provide
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88 | /// the particles to cluster using set_particles(...)
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89 | ///
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90 | /// \param rho_range the Selector specifying which jets will be considered
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91 | /// \param jet_def the jet definition to use for the clustering
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92 | /// \param area_def the area definition to use for the clustering
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93 | JetMedianBackgroundEstimator(const Selector &rho_range,
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94 | const JetDefinition &jet_def,
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95 | const AreaDefinition &area_def);
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96 |
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97 | /// ctor from a ClusterSequenceAreaBase with area
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98 | ///
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99 | /// \param rho_range the Selector specifying which jets will be considered
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100 | /// \param csa the ClusterSequenceArea to use
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101 | ///
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102 | /// Pre-conditions:
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103 | /// - one should be able to estimate the "empty area" (i.e. the area
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104 | /// not occupied by jets). This is feasible if at least one of the following
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105 | /// conditions is satisfied:
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106 | /// ( i) the ClusterSequence has explicit ghosts
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107 | /// (ii) the range has a computable area.
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108 | /// - the jet algorithm must be suited for median computation
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109 | /// (otherwise a warning will be issues)
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110 | ///
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111 | /// Note that selectors with e.g. hardest-jets exclusion do not have
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112 | /// a well-defined area. For this reasons, it is STRONGLY advised to
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113 | /// use an area with explicit ghosts.
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114 | JetMedianBackgroundEstimator(const Selector &rho_range,
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115 | const ClusterSequenceAreaBase &csa);
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116 |
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117 |
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118 | /// Default constructor that optionally sets the rho range. The
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119 | /// configuration must be done later calling
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120 | /// set_cluster_sequence(...) or set_jets(...).
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121 | ///
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122 | /// \param rho_range the Selector specifying which jets will be considered
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123 | ///
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124 | JetMedianBackgroundEstimator(const Selector &rho_range = SelectorIdentity())
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125 | : _rho_range(rho_range), _jet_def(JetDefinition()),
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126 | _enable_rho_m(true){ reset(); }
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127 |
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128 |
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129 | /// default dtor
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130 | ~JetMedianBackgroundEstimator(){}
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131 |
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132 | //\}
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133 |
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134 |
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135 | /// @name setting a new event
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136 | //\{
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137 | //----------------------------------------------------------------
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138 |
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139 | /// tell the background estimator that it has a new event, composed
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140 | /// of the specified particles.
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141 | virtual void set_particles(const std::vector<PseudoJet> & particles);
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142 |
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143 | /// (re)set the cluster sequence (with area support) to be used by
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144 | /// future calls to rho() etc.
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145 | ///
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146 | /// \param csa the cluster sequence area
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147 | ///
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148 | /// Pre-conditions:
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149 | /// - one should be able to estimate the "empty area" (i.e. the area
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150 | /// not occupied by jets). This is feasible if at least one of the following
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151 | /// conditions is satisfied:
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152 | /// ( i) the ClusterSequence has explicit ghosts
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153 | /// (ii) the range selected has a computable area.
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154 | /// - the jet algorithm must be suited for median computation
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155 | /// (otherwise a warning will be issues)
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156 | ///
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157 | /// Note that selectors with e.g. hardest-jets exclusion do not have
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158 | /// a well-defined area. For this reasons, it is STRONGLY advised to
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159 | /// use an area with explicit ghosts.
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160 | void set_cluster_sequence(const ClusterSequenceAreaBase & csa);
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161 |
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162 | /// (re)set the jets (which must have area support) to be used by future
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163 | /// calls to rho() etc.; for the conditions that must be satisfied
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164 | /// by the jets, see the Constructor that takes jets.
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165 | void set_jets(const std::vector<PseudoJet> &jets);
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166 |
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167 | /// (re)set the selector to be used for future calls to rho() etc.
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168 | void set_selector(const Selector & rho_range_selector) {
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169 | _rho_range = rho_range_selector;
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170 | _uptodate = false;
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171 | }
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172 |
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173 | /// determine whether the automatic calculation of rho_m and sigma_m
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174 | /// is enabled (by default true)
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175 | void set_compute_rho_m(bool enable){ _enable_rho_m = enable;}
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176 |
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177 | //\}
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178 |
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179 |
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180 | /// @name retrieving fundamental information
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181 | //\{
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182 | //----------------------------------------------------------------
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183 |
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184 | /// get rho, the median background density per unit area
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185 | double rho() const;
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186 |
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187 | /// get sigma, the background fluctuations per unit area
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188 | double sigma() const;
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189 |
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190 | /// get rho, the median background density per unit area, locally at
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191 | /// the position of a given jet.
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192 | ///
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193 | /// If the Selector associated with the range takes a reference jet
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194 | /// (i.e. is relocatable), then for subsequent operations the
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195 | /// Selector has that jet set as its reference.
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196 | double rho(const PseudoJet & jet);
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197 |
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198 | /// get sigma, the background fluctuations per unit area,
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199 | /// locally at the position of a given jet.
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200 | ///
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201 | /// If the Selector associated with the range takes a reference jet
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202 | /// (i.e. is relocatable), then for subsequent operations the
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203 | /// Selector has that jet set as its reference.
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204 | double sigma(const PseudoJet &jet);
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205 |
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206 | /// returns true if this background estimator has support for
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207 | /// determination of sigma
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208 | virtual bool has_sigma() {return true;}
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209 |
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210 | //----------------------------------------------------------------
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211 | // now do the same thing for rho_m and sigma_m
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212 |
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213 | /// returns rho_m, the purely longitudinal, particle-mass-induced
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214 | /// component of the background density per unit area
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215 | virtual double rho_m() const;
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216 |
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217 | /// returns sigma_m, a measure of the fluctuations in the purely
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218 | /// longitudinal, particle-mass-induced component of the background
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219 | /// density per unit area; must be multipled by sqrt(area) to get
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220 | /// fluctuations for a region of a given area.
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221 | virtual double sigma_m() const;
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222 |
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223 | /// Returns rho_m locally at the jet position. As for rho(jet), it is non-const.
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224 | virtual double rho_m(const PseudoJet & /*jet*/);
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225 |
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226 | /// Returns sigma_m locally at the jet position. As for rho(jet), it is non-const.
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227 | virtual double sigma_m(const PseudoJet & /*jet*/);
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228 |
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229 | /// Returns true if this background estimator has support for
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230 | /// determination of rho_m.
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231 | ///
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232 | /// In te presence of a density class, support for rho_m is
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233 | /// automatically disabled
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234 | ///
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235 | /// Note that support for sigma_m is automatic is one has sigma and
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236 | /// rho_m support.
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237 | virtual bool has_rho_m() const {return _enable_rho_m && (_jet_density_class == 0);}
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238 | //\}
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239 |
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240 | /// @name retrieving additional useful information
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241 | //\{
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242 | //----------------------------------------------------------------
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243 | /// Returns the mean area of the jets used to actually compute the
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244 | /// background properties in the last call of rho() or sigma()
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245 | /// If the configuration has changed in the meantime, throw an error.
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246 | double mean_area() const{
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247 | if (!_uptodate)
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248 | throw Error("JetMedianBackgroundEstimator::mean_area(): one may not retrieve information about the last call to rho() or sigma() when the configuration has changed in the meantime.");
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249 | //_recompute_if_needed();
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250 | return _mean_area;
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251 | }
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252 |
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253 | /// returns the number of jets used to actually compute the
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254 | /// background properties in the last call of rho() or sigma()
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255 | /// If the configuration has changed in the meantime, throw an error.
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256 | unsigned int n_jets_used() const{
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257 | if (!_uptodate)
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258 | throw Error("JetMedianBackgroundEstimator::n_jets_used(): one may not retrieve information about the last call to rho() or sigma() when the configuration has changed in the meantime.");
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259 | //_recompute_if_needed();
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260 | return _n_jets_used;
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261 | }
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262 |
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263 | /// returns the jets used to actually compute the background
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264 | /// properties
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265 | std::vector<PseudoJet> jets_used() const{
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266 | if (!_uptodate) throw Error("JetMedianBackgroundEstimator::n_jets_used(): one may not retrieve information about the last call to rho() or sigma() when the configuration has changed in the meantime.");
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267 | _check_csa_alive();
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268 | std::vector<PseudoJet> tmp_jets = _rho_range(_included_jets);
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269 | std::vector<PseudoJet> used_jets;
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270 | for (unsigned int i=0; i<tmp_jets.size(); i++){
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271 | if (tmp_jets[i].area()>0) used_jets.push_back(tmp_jets[i]);
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272 | }
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273 | return used_jets;
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274 | }
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275 |
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276 | /// Returns the estimate of the area (within the range defined by
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277 | /// the selector) that is not occupied by jets. The value is that
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278 | /// for the last call of rho() or sigma()
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279 | /// If the configuration has changed in the meantime, throw an error.
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280 | ///
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281 | /// The answer is defined to be zero if the area calculation
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282 | /// involved explicit ghosts; if the area calculation was an active
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283 | /// area, then use is made of the active area's internal list of
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284 | /// pure ghost jets (taking those that pass the selector); otherwise
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285 | /// it is based on the difference between the selector's total area
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286 | /// and the area of the jets that pass the selector.
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287 | ///
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288 | /// The result here is just the cached result of the corresponding
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289 | /// call to the ClusterSequenceAreaBase function.
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290 | double empty_area() const{
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291 | if (!_uptodate)
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292 | throw Error("JetMedianBackgroundEstimator::empty_area(): one may not retrieve information about the last call to rho() or sigma() when the configuration has changed in the meantime.");
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293 | //_recompute_if_needed();
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294 | return _empty_area;
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295 | }
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296 |
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297 | /// Returns the number of empty jets used when computing the
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298 | /// background properties. The value is that for the last call of
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299 | /// rho() or sigma().
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300 | /// If the configuration has changed in the meantime, throw an error.
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301 | ///
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302 | /// If the area has explicit ghosts the result is zero; for active
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303 | /// areas it is the number of internal pure ghost jets that pass the
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304 | /// selector; otherwise it is deduced from the empty area, divided by
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305 | /// \f$ 0.55 \pi R^2 \f$ (the average pure-ghost-jet area).
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306 | ///
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307 | /// The result here is just the cached result of the corresponding
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308 | /// call to the ClusterSequenceAreaBase function.
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309 | double n_empty_jets() const{
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310 | if (!_uptodate)
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311 | throw Error("JetMedianBackgroundEstimator::n_empty_jets(): one may not retrieve information about the last call to rho() or sigma() when the configuration has changed in the meantime.");
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312 | //_recompute_if_needed();
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313 | return _n_empty_jets;
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314 | }
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315 |
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316 | //}
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317 |
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318 |
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319 | /// @name configuring behaviour
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320 | //\{
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321 | //----------------------------------------------------------------
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322 |
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323 | /// Resets the class to its default state, including the choice to
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324 | /// use 4-vector areas.
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325 | ///
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326 | void reset();
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327 |
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328 | /// By default when calculating pt/Area for a jet, it is the
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329 | /// transverse component of the 4-vector area that is used in the ratiof \f$p_t/A\f$.
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330 | /// Calling this function with a "false" argument causes the scalar area to
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331 | /// be used instead.
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332 | ///
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333 | /// While the difference between the two choices is usually small,
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334 | /// for high-precision work it is usually the 4-vector area that is
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335 | /// to be preferred.
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336 | ///
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337 | /// \param use_it whether one uses the 4-vector area or not (true by default)
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338 | void set_use_area_4vector(bool use_it = true){
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339 | _use_area_4vector = use_it;
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340 | _uptodate = false;
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341 | }
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342 |
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343 | /// check if the estimator uses the 4-vector area or the scalar area
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344 | bool use_area_4vector() const{ return _use_area_4vector;}
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345 |
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346 | /// The FastJet v2.X sigma calculation had a small spurious offset
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347 | /// in the limit of a small number of jets. This is fixed by default
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348 | /// in versions 3 upwards. The old behaviour can be obtained with a
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349 | /// call to this function.
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350 | void set_provide_fj2_sigma(bool provide_fj2_sigma = true) {
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351 | _provide_fj2_sigma = provide_fj2_sigma;
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352 | _uptodate = false;
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353 | }
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354 |
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355 | /// Set a pointer to a class that calculates the quantity whose
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356 | /// median will be calculated; if the pointer is null then pt/area
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357 | /// is used (as occurs also if this function is not called).
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358 | ///
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359 | /// Note that this is still <i>preliminary</i> in FastJet 3.0 and
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360 | /// that backward compatibility is not guaranteed in future releases
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361 | /// of FastJet
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362 | void set_jet_density_class(const FunctionOfPseudoJet<double> * jet_density_class);
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363 |
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364 | /// return the pointer to the jet density class
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365 | const FunctionOfPseudoJet<double> * jet_density_class() const{
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366 | return _jet_density_class;
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367 | }
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368 |
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369 | /// Set a pointer to a class that calculates the rescaling factor as
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370 | /// a function of the jet (position). Note that the rescaling factor
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371 | /// is used both in the determination of the "global" rho (the pt/A
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372 | /// of each jet is divided by this factor) and when asking for a
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373 | /// local rho (the result is multiplied by this factor).
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374 | ///
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375 | /// The BackgroundRescalingYPolynomial class can be used to get a
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376 | /// rescaling that depends just on rapidity.
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377 | virtual void set_rescaling_class(const FunctionOfPseudoJet<double> * rescaling_class_in) {
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378 | BackgroundEstimatorBase::set_rescaling_class(rescaling_class_in);
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379 | _uptodate = false;
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380 | }
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381 |
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382 | //\}
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383 |
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384 | /// @name description
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385 | //\{
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386 | //----------------------------------------------------------------
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387 |
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388 | /// returns a textual description of the background estimator
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389 | std::string description() const;
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390 |
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391 | //\}
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392 |
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393 |
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394 | private:
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395 |
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396 | /// do the actual job
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397 | void _compute() const;
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398 |
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399 | /// check if the properties need to be recomputed
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400 | /// and do so if needed
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401 | void _recompute_if_needed() const {
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402 | if (!_uptodate) _compute();
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403 | _uptodate = true;
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404 | }
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405 |
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406 | /// for estimation using a selector that takes a reference jet
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407 | /// (i.e. a selector that can be relocated) this function allows one
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408 | /// to set its position.
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409 | ///
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410 | /// Note that this HAS to be called before any attempt to compute
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411 | /// the background properties. The call is, however, performed
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412 | /// automatically by the functions rho(jet) and sigma(jet).
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413 | void _recompute_if_needed(const PseudoJet &jet);
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414 |
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415 | /// check that the underlying structure is still alive
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416 | /// throw an error otherwise
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417 | void _check_csa_alive() const;
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418 |
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419 | /// check that the algorithm used for the clustering is adapted for
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420 | /// background estimation (i.e. either kt or C/A)
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421 | /// Issue a warning otherwise
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422 | void _check_jet_alg_good_for_median() const;
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423 |
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424 | // the basic parameters of this class (passed through the variou ctors)
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425 | Selector _rho_range; ///< range to compute the background in
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426 | JetDefinition _jet_def; ///< the jet def to use for teh clustering
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427 | AreaDefinition _area_def; ///< the area def to use for teh clustering
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428 | std::vector<PseudoJet> _included_jets; ///< jets to be used
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429 |
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430 | // the tunable parameters of the class
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431 | bool _use_area_4vector;
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432 | bool _provide_fj2_sigma;
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433 | const FunctionOfPseudoJet<double> * _jet_density_class;
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434 | //SharedPtr<BackgroundRescalingBase> _rescaling_class_sharedptr;
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435 | bool _enable_rho_m;
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436 |
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437 | // the actual results of the computation
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438 | mutable double _rho; ///< background estimated density per unit area
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439 | mutable double _sigma; ///< background estimated fluctuations
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440 | mutable double _rho_m; ///< "mass" background estimated density per unit area
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441 | mutable double _sigma_m; ///< "mass" background estimated fluctuations
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442 | mutable double _mean_area; ///< mean area of the jets used to estimate the background
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443 | mutable unsigned int _n_jets_used; ///< number of jets used to estimate the background
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444 | mutable double _n_empty_jets; ///< number of empty (pure-ghost) jets
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445 | mutable double _empty_area; ///< the empty (pure-ghost/unclustered) area!
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446 |
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447 | // internal variables
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448 | SharedPtr<PseudoJetStructureBase> _csi; ///< allows to check if _csa is still valid
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449 | PseudoJet _current_reference; ///< current reference jet
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450 | mutable bool _uptodate; ///< true when the background computation is up-to-date
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451 |
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452 | /// handle warning messages
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453 | static LimitedWarning _warnings;
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454 | static LimitedWarning _warnings_zero_area;
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455 | static LimitedWarning _warnings_preliminary;
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456 | };
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457 |
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458 |
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459 |
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460 |
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461 | //----------------------------------------------------------------------
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462 | /// @ingroup tools_background
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463 | /// \class BackgroundJetPtDensity
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464 | /// Class that implements pt/area_4vector.perp() for background estimation
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465 | /// <i>(this is a preliminary class)</i>.
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466 | class BackgroundJetPtDensity : public FunctionOfPseudoJet<double> {
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467 | public:
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468 | virtual double result(const PseudoJet & jet) const {
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469 | return jet.perp() / jet.area_4vector().perp();
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470 | }
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471 | virtual std::string description() const {return "BackgroundJetPtDensity";}
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472 | };
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473 |
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474 |
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475 | //----------------------------------------------------------------------
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476 | /// @ingroup tools_background
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477 | /// \class BackgroundJetScalarPtDensity
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478 | /// Class that implements (scalar pt sum of jet)/(scalar area of jet)
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479 | /// for background estimation <i>(this is a preliminary class)</i>.
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480 | ///
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481 | /// Optionally it can return a quantity based on the sum of pt^n,
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482 | /// e.g. for use in subtracting fragementation function moments.
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483 | class BackgroundJetScalarPtDensity : public FunctionOfPseudoJet<double> {
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484 | public:
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485 | /// Default constructor provides background estimation with scalar pt sum
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486 | BackgroundJetScalarPtDensity() : _pt_power(1) {}
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487 |
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488 | /// Constructor to provide background estimation based on
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489 | /// \f$ sum_{i\in jet} p_{ti}^{n} \f$
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490 | BackgroundJetScalarPtDensity(double n) : _pt_power(n) {}
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491 |
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492 | virtual double result(const PseudoJet & jet) const;
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493 |
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494 | virtual std::string description() const;
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495 |
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496 | private:
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497 | double _pt_power;
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498 | };
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499 |
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500 | //----------------------------------------------------------------------
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501 | /// @ingroup tools_background
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502 | /// \class BackgroundJetPtMDensity
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503 | /// Class that implements
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504 | /// \f$ \frac{1}{A} \sum_{i \in jet} (\sqrt{p_{ti}^2+m^2} - p_{ti}) \f$
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505 | /// for background estimation <i>(this is a preliminary class)</i>.
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506 | ///
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507 | ///
|
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508 | /// This is useful for correcting jet masses in cases where the event
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509 | /// involves massive particles.
|
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510 | class BackgroundJetPtMDensity : public FunctionOfPseudoJet<double> {
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511 | public:
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512 | virtual double result(const PseudoJet & jet) const {
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513 | std::vector<PseudoJet> constituents = jet.constituents();
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514 | double scalar_ptm = 0;
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515 | for (unsigned i = 0; i < constituents.size(); i++) {
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516 | scalar_ptm += constituents[i].mperp() - constituents[i].perp();
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517 | }
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518 | return scalar_ptm / jet.area();
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519 | }
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520 |
|
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521 | virtual std::string description() const {return "BackgroundPtMDensity";}
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522 | };
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523 |
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524 |
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525 |
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526 | FASTJET_END_NAMESPACE
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527 |
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528 | #endif // __BACKGROUND_ESTIMATOR_HH__
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529 |
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