1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2011 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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4 | *
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5 | * This file is part of HeuristicLab.
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6 | *
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7 | * HeuristicLab is free software: you can redistribute it and/or modify
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8 | * it under the terms of the GNU General Public License as published by
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9 | * the Free Software Foundation, either version 3 of the License, or
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10 | * (at your option) any later version.
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11 | *
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12 | * HeuristicLab is distributed in the hope that it will be useful,
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13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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15 | * GNU General Public License for more details.
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16 | *
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17 | * You should have received a copy of the GNU General Public License
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18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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19 | */
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20 | #endregion
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21 |
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22 | using System;
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23 | using System.Collections.Generic;
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24 | using System.Linq;
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25 | using System.Text;
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26 | using HeuristicLab.Common;
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27 | using HeuristicLab.Core;
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28 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
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29 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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30 |
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31 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
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32 | [Item("LaTeX String Formatter", "Formatter for symbolic expression trees for import into LaTeX documents.")]
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33 | [StorableClass]
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34 | public sealed class SymbolicDataAnalysisExpressionLatexFormatter : NamedItem, ISymbolicExpressionTreeStringFormatter {
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35 | private readonly List<double> constants;
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36 | private int targetCount;
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37 | private int currentLag;
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38 |
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39 | [StorableConstructor]
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40 | private SymbolicDataAnalysisExpressionLatexFormatter(bool deserializing) : base(deserializing) { }
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41 | private SymbolicDataAnalysisExpressionLatexFormatter(SymbolicDataAnalysisExpressionLatexFormatter original, Cloner cloner)
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42 | : base(original, cloner) {
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43 | constants = new List<double>(original.constants);
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44 | }
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45 | public SymbolicDataAnalysisExpressionLatexFormatter()
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46 | : base() {
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47 | Name = ItemName;
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48 | Description = ItemDescription;
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49 | constants = new List<double>();
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50 | }
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51 |
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52 | public override IDeepCloneable Clone(Cloner cloner) {
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53 | return new SymbolicDataAnalysisExpressionLatexFormatter(this, cloner);
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54 | }
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55 |
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56 | public string Format(ISymbolicExpressionTree symbolicExpressionTree) {
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57 | try {
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58 | StringBuilder strBuilder = new StringBuilder();
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59 | constants.Clear();
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60 | targetCount = 1;
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61 | strBuilder.AppendLine(FormatRecursively(symbolicExpressionTree.Root));
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62 | return strBuilder.ToString();
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63 | }
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64 | catch (NotImplementedException ex) {
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65 | return ex.Message + Environment.NewLine + ex.StackTrace;
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66 | }
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67 | }
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68 |
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69 | private string FormatRecursively(ISymbolicExpressionTreeNode node) {
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70 | StringBuilder strBuilder = new StringBuilder();
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71 | currentLag = 0;
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72 | FormatBegin(node, strBuilder);
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73 |
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74 | if (node.SubtreeCount > 0) {
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75 | strBuilder.Append(FormatRecursively(node.GetSubtree(0)));
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76 | }
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77 | foreach (SymbolicExpressionTreeNode subTree in node.Subtrees.Skip(1)) {
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78 | FormatSep(node, strBuilder);
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79 | // format the whole subtree
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80 | strBuilder.Append(FormatRecursively(subTree));
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81 | }
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82 |
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83 | FormatEnd(node, strBuilder);
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84 |
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85 | return strBuilder.ToString();
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86 | }
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87 |
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88 | private void FormatBegin(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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89 | if (node.Symbol is Addition) {
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90 | strBuilder.Append(@" \left( ");
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91 | } else if (node.Symbol is Subtraction) {
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92 | if (node.SubtreeCount == 1) {
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93 | strBuilder.Append(@"- \left( ");
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94 | } else {
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95 | strBuilder.Append(@" \left( ");
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96 | }
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97 | } else if (node.Symbol is Multiplication) {
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98 | } else if (node.Symbol is Division) {
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99 | if (node.SubtreeCount == 1) {
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100 | strBuilder.Append(@" \cfrac{1");
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101 | } else {
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102 | strBuilder.Append(@" \cfrac{ ");
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103 | }
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104 | } else if (node.Symbol is Average) {
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105 | // skip output of (1/1) if only one subtree
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106 | if (node.SubtreeCount > 1) {
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107 | strBuilder.Append(@" \cfrac{1}{" + node.SubtreeCount + @"}");
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108 | }
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109 | strBuilder.Append(@" \left( ");
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110 | } else if (node.Symbol is Logarithm) {
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111 | strBuilder.Append(@"\log \left( ");
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112 | } else if (node.Symbol is Exponential) {
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113 | strBuilder.Append(@"\exp \left( ");
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114 | } else if (node.Symbol is Sine) {
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115 | strBuilder.Append(@"\sin \left( ");
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116 | } else if (node.Symbol is Cosine) {
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117 | strBuilder.Append(@"\cos \left( ");
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118 | } else if (node.Symbol is Tangent) {
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119 | strBuilder.Append(@"\tan \left( ");
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120 | } else if (node.Symbol is GreaterThan) {
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121 | strBuilder.Append(@" \left( ");
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122 | } else if (node.Symbol is LessThan) {
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123 | strBuilder.Append(@" \left( ");
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124 | } else if (node.Symbol is And) {
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125 | strBuilder.Append(@" \left( \left( ");
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126 | } else if (node.Symbol is Or) {
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127 | strBuilder.Append(@" \left( \left( ");
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128 | } else if (node.Symbol is Not) {
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129 | strBuilder.Append(@" \neg \left( ");
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130 | } else if (node.Symbol is IfThenElse) {
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131 | strBuilder.Append(@" \operatorname{if} \left( ");
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132 | } else if (node.Symbol is Constant) {
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133 | strBuilder.Append("c_{" + constants.Count + "} ");
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134 | var constNode = node as ConstantTreeNode;
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135 | constants.Add(constNode.Value);
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136 | } else if (node.Symbol is LaggedVariable) {
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137 | var laggedVarNode = node as LaggedVariableTreeNode;
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138 | if (!laggedVarNode.Weight.IsAlmost(1.0)) {
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139 | strBuilder.Append("c_{" + constants.Count + "} \\cdot ");
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140 | constants.Add(laggedVarNode.Weight);
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141 | }
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142 | strBuilder.Append(EscapeLatexString(laggedVarNode.VariableName));
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143 | strBuilder.Append(LagToString(currentLag + laggedVarNode.Lag));
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144 |
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145 | } else if (node.Symbol is Variable) {
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146 | var varNode = node as VariableTreeNode;
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147 | if (!varNode.Weight.IsAlmost((1.0))) {
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148 | strBuilder.Append("c_{" + constants.Count + "} \\cdot ");
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149 | constants.Add(varNode.Weight);
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150 | }
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151 | strBuilder.Append(EscapeLatexString(varNode.VariableName));
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152 | strBuilder.Append(LagToString(currentLag));
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153 | } else if (node.Symbol is ProgramRootSymbol) {
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154 | strBuilder
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155 | .AppendLine("\\begin{align*}")
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156 | .AppendLine("\\nonumber");
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157 | } else if (node.Symbol is Defun) {
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158 | var defunNode = node as DefunTreeNode;
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159 | strBuilder.Append(defunNode.FunctionName + " & = ");
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160 | } else if (node.Symbol is InvokeFunction) {
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161 | var invokeNode = node as InvokeFunctionTreeNode;
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162 | strBuilder.Append(invokeNode.Symbol.FunctionName + @" \left( ");
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163 | } else if (node.Symbol is StartSymbol) {
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164 | strBuilder.Append("target_" + (targetCount++) + "(t) & = ");
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165 | } else if (node.Symbol is Argument) {
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166 | var argSym = node.Symbol as Argument;
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167 | strBuilder.Append(" ARG+" + argSym.ArgumentIndex + " ");
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168 | } else if (node.Symbol is Derivative) {
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169 | strBuilder.Append(@" \cfrac{d \left( ");
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170 | } else if (node.Symbol is TimeLag) {
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171 | var laggedNode = node as ILaggedTreeNode;
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172 | currentLag += laggedNode.Lag;
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173 | } else if (node.Symbol is Power) {
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174 | strBuilder.Append(@" \left( ");
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175 | } else if (node.Symbol is Root) {
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176 | strBuilder.Append(@" \left( ");
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177 | } else if (node.Symbol is Integral) {
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178 | // actually a new variable for t is needed in all subtrees (TODO)
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179 | var laggedTreeNode = node as ILaggedTreeNode;
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180 | strBuilder.Append(@"\sum_{t=" + (laggedTreeNode.Lag + currentLag) + @"}^0 \left( ");
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181 | } else if (node.Symbol is VariableCondition) {
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182 | var conditionTreeNode = node as VariableConditionTreeNode;
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183 | string p = @"1 / 1 + \exp - c_{" + constants.Count + "} ";
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184 | constants.Add(conditionTreeNode.Slope);
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185 | p += @" \cdot " + EscapeLatexString(conditionTreeNode.VariableName) + LagToString(currentLag) + " - c_{" + constants.Count + @"} ";
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186 | constants.Add(conditionTreeNode.Threshold);
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187 | strBuilder.Append(@" \left( " + p + @"\cdot ");
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188 | } else {
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189 | throw new NotImplementedException("Export of " + node.Symbol + " is not implemented.");
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190 | }
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191 | }
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192 |
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193 | private void FormatSep(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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194 | if (node.Symbol is Addition) {
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195 | strBuilder.Append(" + ");
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196 | } else if (node.Symbol is Subtraction) {
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197 | strBuilder.Append(" - ");
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198 | } else if (node.Symbol is Multiplication) {
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199 | strBuilder.Append(@" \cdot ");
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200 | } else if (node.Symbol is Division) {
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201 | if (node.SubtreeCount <= 2)
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202 | strBuilder.Append(@" }{ ");
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203 | else
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204 | strBuilder.Append(@" }{ \cfrac{ ");
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205 | } else if (node.Symbol is Average) {
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206 | strBuilder.Append(@" + ");
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207 | } else if (node.Symbol is Logarithm) {
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208 | throw new InvalidOperationException();
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209 | } else if (node.Symbol is Exponential) {
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210 | throw new InvalidOperationException();
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211 | } else if (node.Symbol is Sine) {
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212 | throw new InvalidOperationException();
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213 | } else if (node.Symbol is Cosine) {
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214 | throw new InvalidOperationException();
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215 | } else if (node.Symbol is Tangent) {
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216 | throw new InvalidOperationException();
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217 | } else if (node.Symbol is GreaterThan) {
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218 | strBuilder.Append(@" > ");
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219 | } else if (node.Symbol is LessThan) {
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220 | strBuilder.Append(@" < ");
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221 | } else if (node.Symbol is And) {
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222 | strBuilder.Append(@" > 0 \right) \land \left(");
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223 | } else if (node.Symbol is Or) {
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224 | strBuilder.Append(@" > 0 \right) \lor \left(");
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225 | } else if (node.Symbol is Not) {
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226 | throw new InvalidOperationException();
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227 | } else if (node.Symbol is IfThenElse) {
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228 | strBuilder.Append(@" , ");
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229 | } else if (node.Symbol is ProgramRootSymbol) {
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230 | strBuilder.Append(@"\\" + Environment.NewLine);
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231 | } else if (node.Symbol is Defun) {
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232 | } else if (node.Symbol is InvokeFunction) {
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233 | strBuilder.Append(" , ");
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234 | } else if (node.Symbol is StartSymbol) {
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235 | strBuilder.Append(@"\\" + Environment.NewLine);
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236 | strBuilder.Append("target_" + (targetCount++) + "(t) & = ");
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237 | } else if (node.Symbol is Power) {
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238 | strBuilder.Append(@"\right) ^ { \operatorname{round} \left(");
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239 | } else if (node.Symbol is Root) {
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240 | strBuilder.Append(@"\right) ^ { \cfrac{1}{ \operatorname{round} \left(");
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241 | } else if (node.Symbol is VariableCondition) {
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242 | var conditionTreeNode = node as VariableConditionTreeNode;
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243 | string p = @"1 / \left( 1 + \exp \left( - c_{" + constants.Count + "} ";
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244 | constants.Add(conditionTreeNode.Slope);
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245 | p += @" \cdot " + EscapeLatexString(conditionTreeNode.VariableName) + LagToString(currentLag) + " - c_{" + constants.Count + @"} \right) \right) \right) ";
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246 | constants.Add(conditionTreeNode.Threshold);
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247 | strBuilder.Append(@" + \left( 1 - " + p + @" \right) \cdot ");
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248 | } else {
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249 | throw new NotImplementedException("Export of " + node.Symbol + " is not implemented.");
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250 | }
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251 | }
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252 |
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253 | private void FormatEnd(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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254 | if (node.Symbol is Addition) {
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255 | strBuilder.Append(@" \right) ");
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256 | } else if (node.Symbol is Subtraction) {
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257 | strBuilder.Append(@" \right) ");
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258 | } else if (node.Symbol is Multiplication) {
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259 | } else if (node.Symbol is Division) {
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260 | if (node.SubtreeCount == 1 || node.SubtreeCount == 2)
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261 | strBuilder.Append(" } ");
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262 | else
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263 | for (int i = 0; i < node.SubtreeCount; i++) {
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264 | strBuilder.Append(" } ");
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265 | }
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266 | } else if (node.Symbol is Average) {
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267 | strBuilder.Append(@" \right) ");
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268 | } else if (node.Symbol is Logarithm) {
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269 | strBuilder.Append(@" \right) ");
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270 | } else if (node.Symbol is Exponential) {
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271 | strBuilder.Append(@" \right) ");
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272 | } else if (node.Symbol is Sine) {
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273 | strBuilder.Append(@" \right) ");
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274 | } else if (node.Symbol is Cosine) {
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275 | strBuilder.Append(@" \right) ");
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276 | } else if (node.Symbol is Tangent) {
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277 | strBuilder.Append(@" \right) ");
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278 | } else if (node.Symbol is GreaterThan) {
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279 | strBuilder.Append(@" \right) ");
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280 | } else if (node.Symbol is LessThan) {
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281 | strBuilder.Append(@" \right) ");
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282 | } else if (node.Symbol is And) {
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283 | strBuilder.Append(@" > 0 \right) \right) ");
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284 | } else if (node.Symbol is Or) {
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285 | strBuilder.Append(@" > 0 \right) \right) ");
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286 | } else if (node.Symbol is Not) {
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287 | strBuilder.Append(@" \right) ");
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288 | } else if (node.Symbol is IfThenElse) {
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289 | strBuilder.Append(@" \right) ");
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290 | } else if (node.Symbol is Constant) {
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291 | } else if (node.Symbol is LaggedVariable) {
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292 | } else if (node.Symbol is Variable) {
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293 | } else if (node.Symbol is ProgramRootSymbol) {
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294 | strBuilder
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295 | .AppendLine("\\end{align*}")
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296 | .AppendLine("\\begin{align*}")
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297 | .AppendLine("\\nonumber");
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298 | // output all constant values
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299 | if (constants.Count > 0) {
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300 | int i = 0;
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301 | foreach (var constant in constants) {
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302 | // replace "." with ".&" to align decimal points
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303 | var constStr = string.Format(System.Globalization.NumberFormatInfo.InvariantInfo, "{0:G5}", constant);
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304 | if (!constStr.Contains(".")) constStr = constStr + ".0";
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305 | constStr = constStr.Replace(".", "\\negthickspace&."); // fix problem in rendering of aligned expressions
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306 | strBuilder.Append("c_{" + i + "}& = & " + constStr);
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307 | strBuilder.Append(@"\\");
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308 | i++;
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309 | }
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310 | }
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311 | strBuilder.AppendLine("\\end{align*}");
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312 | } else if (node.Symbol is Defun) {
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313 | } else if (node.Symbol is InvokeFunction) {
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314 | strBuilder.Append(@" \right) ");
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315 | } else if (node.Symbol is StartSymbol) {
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316 | } else if (node.Symbol is Argument) {
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317 | } else if (node.Symbol is Derivative) {
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318 | strBuilder.Append(@" \right) }{dt} ");
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319 | } else if (node.Symbol is TimeLag) {
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320 | var laggedNode = node as ILaggedTreeNode;
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321 | currentLag -= laggedNode.Lag;
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322 | } else if (node.Symbol is Power) {
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323 | strBuilder.Append(@" \right) } ");
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324 | } else if (node.Symbol is Root) {
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325 | strBuilder.Append(@" \right) } } ");
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326 | } else if (node.Symbol is Integral) {
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327 | strBuilder.Append(@" \right) ");
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328 | } else if (node.Symbol is VariableCondition) {
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329 | strBuilder.Append(@"\right) ");
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330 | } else {
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331 | throw new NotImplementedException("Export of " + node.Symbol + " is not implemented.");
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332 | }
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333 | }
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334 |
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335 | private string LagToString(int lag) {
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336 | if (lag < 0) {
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337 | return "(t" + lag + ")";
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338 | } else if (lag > 0) {
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339 | return "(t+" + lag + ")";
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340 | } else return "";
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341 | }
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342 |
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343 | private string EscapeLatexString(string s) {
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344 | return "\\text{" +
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345 | s
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346 | .Replace("\\", "\\\\")
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347 | .Replace("{", "\\{")
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348 | .Replace("}", "\\}")
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349 | + "}";
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350 | }
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351 | }
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352 | }
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