[9262] | 1 | using System;
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| 2 | using System.Collections.Generic;
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| 3 | using System.Linq;
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| 4 | using System.Text;
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| 5 | using HeuristicLab.Problems.DataAnalysis;
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| 6 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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| 7 | using HeuristicLab.Data;
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| 8 | using HeuristicLab.Common;
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| 9 | using HeuristicLab.Optimization;
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| 10 | using HeuristicLab.Problems.DataAnalysis.Symbolic.Regression;
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[9499] | 11 | using HeuristicLab.Problems.TradeRules.Evaluator;
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[9262] | 12 |
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| 13 | namespace HeuristicLab.Problems.TradeRules
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| 14 | {
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| 15 | [StorableClass]
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| 16 | public abstract class TradeRulesSolutionBase : DataAnalysisSolution, IRegressionSolution
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| 17 | {
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| 18 | private const string TrainingCashResultName = "Cash after the operation (training)";
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| 19 | private const string TestCashResultName = "Cash after the operation (test)";
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[9499] | 20 | private const string TrainingUpDaysResultName = "Number of days that stock market goes up (training)";
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| 21 | private const string TrainingDownDaysResultName = "Number of days that stock market goes down (training)";
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| 22 | private const string TrainingHeuristicResultName = "Percentage of right actions after the operation (training)";
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| 23 | private const string TestHeuristicResultName = "Percentage of right actions after the operation (test)";
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[9262] | 24 | private const string TrainingMeanSquaredErrorResultName = "Mean squared error (training)";
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| 25 | private const string TestMeanSquaredErrorResultName = "Mean squared error (test)";
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| 26 | private const string TrainingMeanAbsoluteErrorResultName = "Mean absolute error (training)";
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| 27 | private const string TestMeanAbsoluteErrorResultName = "Mean absolute error (test)";
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| 28 | private const string TrainingSquaredCorrelationResultName = "Pearson's R² (training)";
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| 29 | private const string TestSquaredCorrelationResultName = "Pearson's R² (test)";
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| 30 | private const string TrainingRelativeErrorResultName = "Average relative error (training)";
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| 31 | private const string TestRelativeErrorResultName = "Average relative error (test)";
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| 32 | private const string TrainingNormalizedMeanSquaredErrorResultName = "Normalized mean squared error (training)";
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| 33 | private const string TestNormalizedMeanSquaredErrorResultName = "Normalized mean squared error (test)";
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| 34 | private const string TrainingMeanErrorResultName = "Mean error (training)";
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| 35 | private const string TestMeanErrorResultName = "Mean error (test)";
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[9386] | 36 | private const string TestTradeDaysResultName = "Trade days";
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| 37 | private const string TestNumberTradesResultName = "Number of trades";
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| 38 | private const string TestTotalTradesResultName = "Total trades";
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[9262] | 39 |
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[9386] | 40 |
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[9262] | 41 | public new IRegressionModel Model
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| 42 | {
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| 43 | get { return (IRegressionModel)base.Model; }
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| 44 | protected set { base.Model = value; }
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| 45 | }
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| 46 |
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| 47 | public new IRegressionProblemData ProblemData
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| 48 | {
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| 49 | get { return (IRegressionProblemData)base.ProblemData; }
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| 50 | set { base.ProblemData = value; }
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| 51 | }
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| 52 |
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| 53 | public abstract IEnumerable<double> EstimatedValues { get; }
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| 54 | public abstract IEnumerable<double> EstimatedTrainingValues { get; }
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| 55 | public abstract IEnumerable<double> EstimatedTestValues { get; }
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| 56 | public abstract IEnumerable<double> GetEstimatedValues(IEnumerable<int> rows);
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| 57 |
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| 58 |
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| 59 | #region Results
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| 60 | public double TrainingCash
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| 61 | {
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| 62 | get { return ((DoubleValue)this[TrainingCashResultName].Value).Value; }
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| 63 | private set { ((DoubleValue)this[TrainingCashResultName].Value).Value = value; }
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| 64 | }
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| 65 | public double TestCash
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| 66 | {
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| 67 | get { return ((DoubleValue)this[TestCashResultName].Value).Value; }
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| 68 | private set { ((DoubleValue)this[TestCashResultName].Value).Value = value; }
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| 69 | }
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[9499] | 70 |
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| 71 | public double TrainingHeuristic
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| 72 | {
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| 73 | get { return ((DoubleValue)this[TrainingHeuristicResultName].Value).Value; }
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| 74 | private set { ((DoubleValue)this[TrainingHeuristicResultName].Value).Value = value; }
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| 75 | }
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| 76 | public double TestHeuristic
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| 77 | {
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| 78 | get { return ((DoubleValue)this[TestHeuristicResultName].Value).Value; }
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| 79 | private set { ((DoubleValue)this[TestHeuristicResultName].Value).Value = value; }
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| 80 | }
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| 81 |
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| 82 | public double NumberUpDays
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| 83 | {
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| 84 | get { return ((DoubleValue)this[TrainingUpDaysResultName].Value).Value; }
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| 85 | private set { ((DoubleValue)this[TrainingUpDaysResultName].Value).Value = value; }
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| 86 | }
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| 87 |
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| 88 | public double NumberDownDays
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| 89 | {
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| 90 | get { return ((DoubleValue)this[TrainingDownDaysResultName].Value).Value; }
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| 91 | private set { ((DoubleValue)this[TrainingDownDaysResultName].Value).Value = value; }
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| 92 | }
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| 93 |
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[9386] | 94 | public double TradeDays
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| 95 | {
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| 96 | get { return ((DoubleValue)this[TestTradeDaysResultName].Value).Value; }
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| 97 | private set { ((DoubleValue)this[TestTradeDaysResultName].Value).Value = value; }
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| 98 | }
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| 99 | public double NumberTrades
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| 100 | {
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| 101 | get { return ((DoubleValue)this[TestNumberTradesResultName].Value).Value; }
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| 102 | private set { ((DoubleValue)this[TestNumberTradesResultName].Value).Value = value; }
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| 103 | }
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| 104 | public double TotalTrades
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| 105 | {
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| 106 | get { return ((DoubleValue)this[TestTotalTradesResultName].Value).Value; }
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| 107 | private set { ((DoubleValue)this[TestTotalTradesResultName].Value).Value = value; }
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| 108 | }
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[9499] | 109 | public double TrainingMeanSquaredError
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[9262] | 110 | {
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| 111 | get { return ((DoubleValue)this[TrainingMeanSquaredErrorResultName].Value).Value; }
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| 112 | private set { ((DoubleValue)this[TrainingMeanSquaredErrorResultName].Value).Value = value; }
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| 113 | }
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| 114 | public double TestMeanSquaredError
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| 115 | {
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| 116 | get { return ((DoubleValue)this[TestMeanSquaredErrorResultName].Value).Value; }
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| 117 | private set { ((DoubleValue)this[TestMeanSquaredErrorResultName].Value).Value = value; }
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| 118 | }
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| 119 | public double TrainingMeanAbsoluteError
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| 120 | {
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| 121 | get { return ((DoubleValue)this[TrainingMeanAbsoluteErrorResultName].Value).Value; }
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| 122 | private set { ((DoubleValue)this[TrainingMeanAbsoluteErrorResultName].Value).Value = value; }
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| 123 | }
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| 124 | public double TestMeanAbsoluteError
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| 125 | {
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| 126 | get { return ((DoubleValue)this[TestMeanAbsoluteErrorResultName].Value).Value; }
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| 127 | private set { ((DoubleValue)this[TestMeanAbsoluteErrorResultName].Value).Value = value; }
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| 128 | }
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| 129 | public double TrainingRSquared
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| 130 | {
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| 131 | get { return ((DoubleValue)this[TrainingSquaredCorrelationResultName].Value).Value; }
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| 132 | private set { ((DoubleValue)this[TrainingSquaredCorrelationResultName].Value).Value = value; }
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| 133 | }
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| 134 | public double TestRSquared
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| 135 | {
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| 136 | get { return ((DoubleValue)this[TestSquaredCorrelationResultName].Value).Value; }
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| 137 | private set { ((DoubleValue)this[TestSquaredCorrelationResultName].Value).Value = value; }
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| 138 | }
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| 139 | public double TrainingRelativeError
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| 140 | {
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| 141 | get { return ((DoubleValue)this[TrainingRelativeErrorResultName].Value).Value; }
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| 142 | private set { ((DoubleValue)this[TrainingRelativeErrorResultName].Value).Value = value; }
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| 143 | }
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| 144 | public double TestRelativeError
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| 145 | {
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| 146 | get { return ((DoubleValue)this[TestRelativeErrorResultName].Value).Value; }
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| 147 | private set { ((DoubleValue)this[TestRelativeErrorResultName].Value).Value = value; }
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| 148 | }
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| 149 | public double TrainingNormalizedMeanSquaredError
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| 150 | {
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| 151 | get { return ((DoubleValue)this[TrainingNormalizedMeanSquaredErrorResultName].Value).Value; }
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| 152 | private set { ((DoubleValue)this[TrainingNormalizedMeanSquaredErrorResultName].Value).Value = value; }
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| 153 | }
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| 154 | public double TestNormalizedMeanSquaredError
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| 155 | {
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| 156 | get { return ((DoubleValue)this[TestNormalizedMeanSquaredErrorResultName].Value).Value; }
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| 157 | private set { ((DoubleValue)this[TestNormalizedMeanSquaredErrorResultName].Value).Value = value; }
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| 158 | }
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| 159 | public double TrainingMeanError
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| 160 | {
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| 161 | get { return ((DoubleValue)this[TrainingMeanErrorResultName].Value).Value; }
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| 162 | private set { ((DoubleValue)this[TrainingMeanErrorResultName].Value).Value = value; }
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| 163 | }
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| 164 | public double TestMeanError
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| 165 | {
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| 166 | get { return ((DoubleValue)this[TestMeanErrorResultName].Value).Value; }
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| 167 | private set { ((DoubleValue)this[TestMeanErrorResultName].Value).Value = value; }
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| 168 | }
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| 169 | #endregion
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| 170 |
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| 171 |
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| 172 | [StorableConstructor]
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| 173 | protected TradeRulesSolutionBase(bool deserializing) : base(deserializing) { }
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| 174 | protected TradeRulesSolutionBase(TradeRulesSolutionBase original, Cloner cloner)
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| 175 | : base(original, cloner) {
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| 176 | }
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| 177 | protected TradeRulesSolutionBase(IRegressionModel model, IRegressionProblemData problemData)
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| 178 | : base(model, problemData) {
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[9499] | 179 | /*Add(new Result(TrainingCashResultName, "Cash obtained after training period in the stock market", new DoubleValue()));*/
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[9262] | 180 | Add(new Result(TestCashResultName, "Cash obtained after test period in the stock market", new DoubleValue()));
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[9499] | 181 | Add(new Result(TrainingHeuristicResultName, "Percentage of right actions after training period in the stock market", new DoubleValue()));
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| 182 | Add(new Result(TestHeuristicResultName, "Percentage of right actions after test period in the stock market", new DoubleValue()));
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| 183 | Add(new Result(TrainingUpDaysResultName, "Number of days actions go up in the stock market", new DoubleValue()));
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| 184 | Add(new Result(TrainingDownDaysResultName, "Number of days actions down up in the stock market", new DoubleValue()));
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| 185 |
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[9386] | 186 | Add(new Result(TestTradeDaysResultName, "Number of trading days", new DoubleValue()));
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| 187 | Add(new Result(TestNumberTradesResultName, "Number of trades", new DoubleValue()));
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| 188 | Add(new Result(TestTotalTradesResultName, "Total trades", new DoubleValue()));
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| 189 | }
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[9262] | 190 | protected void CalculateResults()
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| 191 | {
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| 192 | IEnumerable<double> estimatedValues = EstimatedValues;
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| 193 | IEnumerable<double> estimatedTrainingValues = EstimatedTrainingValues; // cache values
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| 194 | IEnumerable<double> originalTrainingValues = ProblemData.Dataset.GetDoubleValues(ProblemData.TargetVariable, ProblemData.TrainingIndices);
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| 195 | IEnumerable<double> estimatedTestValues = EstimatedTestValues; // cache values
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| 196 | IEnumerable<double> originalTestValues = ProblemData.Dataset.GetDoubleValues(ProblemData.TargetVariable, ProblemData.TestIndices);
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[9499] | 197 |
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| 198 | /*double trainingCTR = OnlineTradeRulesCalculator.Calculate(estimatedTrainingValues, ProblemData, ProblemData.TrainingIndices);
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| 199 | TrainingCash = trainingCTR;*/
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[9262] | 200 |
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[9499] | 201 | double trainingHTR = OnlineHeuristicTradeRulesCalculator.Calculate(estimatedTrainingValues, ProblemData, ProblemData.TrainingIndices);
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| 202 | TrainingHeuristic = trainingHTR;
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| 203 | double trainingUpDays = OnlineHeuristicTradeRulesCalculator.getNumberUpDays();
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| 204 | NumberUpDays = trainingUpDays;
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| 205 | double trainingDownDays = OnlineHeuristicTradeRulesCalculator.getNumberDownDays();
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| 206 | NumberDownDays = trainingDownDays;
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| 207 |
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| 208 | double testHTR = OnlineHeuristicTradeRulesCalculator.Calculate(estimatedTestValues, ProblemData, ProblemData.TestIndices);
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| 209 | TestHeuristic = testHTR;
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| 210 |
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[9262] | 211 | double testCTR = OnlineTradeRulesCalculator.Calculate(estimatedTestValues, ProblemData, ProblemData.TestIndices);
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| 212 | TestCash = testCTR;
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[9386] | 213 | double testTradeDays = OnlineTradeRulesCalculator.getTradeDays();
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| 214 | TradeDays = testTradeDays;
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| 215 | double testNumberTrades = OnlineTradeRulesCalculator.getNumberTrades();
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| 216 | NumberTrades = testNumberTrades;
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| 217 | double testTotalTradeDays = OnlineTradeRulesCalculator.getTotalTradesDays();
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| 218 | TotalTrades = testTotalTradeDays;
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| 219 |
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[9262] | 220 | }
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| 221 |
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| 222 |
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| 223 | }
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| 224 | }
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