#region License Information
/* HeuristicLab
* Copyright (C) 2002-2019 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
*
* This file is part of HeuristicLab.
*
* HeuristicLab is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* HeuristicLab is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with HeuristicLab. If not, see .
*/
#endregion
using System;
using System.Collections.Generic;
using System.Linq;
using HeuristicLab.Common;
using HeuristicLab.Core;
using HeuristicLab.Data;
using HeuristicLab.Parameters;
using HEAL.Attic;
namespace HeuristicLab.Problems.DataAnalysis.Trading {
[StorableType("0E535043-BE86-4AF8-8DA1-C82E459F67AB")]
[Item("TradingProblemData", "Represents an item containing all data defining a trading problem.")]
public sealed class ProblemData : DataAnalysisProblemData, IProblemData {
private const string PriceChangeVariableParameterName = "PriceChangeVariable";
private const string TransactionCostsParameterName = "TransactionCosts";
#region default data
private static double[,] audInUsdDiff = new double[,] {
{ 0.0000},
{ 0.0003},
{-0.0004},
{ 0.0000},
{ 0.0003},
{ 0.0003},
{-0.0005},
{ 0.0001},
{ 0.0004},
{ 0.0001},
{-0.0005},
{-0.0014},
{-0.0002},
{ 0.0000},
{ 0.0011},
{ 0.0024},
{-0.0022},
{-0.0035},
{ 0.0003},
{ 0.0005},
{ 0.0014},
{-0.0003},
{ 0.0001},
{ 0.0001},
{ 0.0001},
{ 0.0008},
{-0.0004},
{ 0.0012},
{ 0.0001},
{-0.0001},
{ 0.0004},
{-0.0004},
{-0.0007},
{-0.0007},
{-0.0011},
{ 0.0001},
{-0.0003},
{-0.0009},
{ 0.0001},
{-0.0009},
{ 0.0006},
{ 0.0006},
{-0.0006},
{ 0.0015},
{ 0.0003},
{-0.0005},
{-0.0010},
{-0.0005},
{ 0.0002},
{-0.0005},
{-0.0002},
{-0.0010},
{ 0.0015},
{ 0.0001},
{-0.0010},
{-0.0003},
{ 0.0004},
{-0.0022},
{ 0.0008},
{-0.0007},
{ 0.0004},
{ 0.0036},
{-0.0005},
{ 0.0002},
{ 0.0009},
{-0.0002},
{ 0.0004},
{ 0.0012},
{-0.0005},
{ 0.0004},
{-0.0010},
{-0.0006},
{-0.0028},
{ 0.0007},
{ 0.0009},
{ 0.0005},
{-0.0001},
{ 0.0001},
{-0.0011},
{ 0.0004},
{ 0.0007},
{-0.0004},
{ 0.0005},
{-0.0008},
{-0.0005},
{-0.0011},
{ 0.0004},
{-0.0008},
{ 0.0016},
{ 0.0008},
{-0.0002},
{ 0.0000},
{-0.0015},
{ 0.0002},
{-0.0008},
{-0.0005},
{-0.0001},
{ 0.0002},
{ 0.0038},
{ 0.0007},
{-0.0001},
{ 0.0000},
{ 0.0015},
{ 0.0000},
{ 0.0009},
{-0.0008},
{-0.0001},
{-0.0006},
{ 0.0019},
{-0.0002},
{ 0.0002},
{-0.0017},
{-0.0003},
{-0.0004},
{-0.0017},
{ 0.0003},
{ 0.0000},
{ 0.0001},
{ 0.0003},
{ 0.0006},
{-0.0001},
{-0.0009},
{ 0.0007},
{ 0.0004},
{ 0.0002},
{ 0.0001},
{-0.0001},
{-0.0013},
{ 0.0009},
{ 0.0003},
{ 0.0004},
{ 0.0001},
{ 0.0001},
{ 0.0001},
{ 0.0007},
{ 0.0013},
{ 0.0029},
{-0.0011},
{ 0.0003},
{ 0.0001},
{ 0.0003},
{-0.0005},
{ 0.0003},
{ 0.0004},
{ 0.0008},
{-0.0006},
{ 0.0005},
{-0.0001},
{ 0.0000},
{ 0.0003},
{ 0.0013},
{ 0.0005},
{ 0.0002},
{ 0.0005},
{-0.0005},
{ 0.0012},
{-0.0006},
{ 0.0001},
{-0.0012},
{ 0.0015},
{-0.0005},
{-0.0005},
{ 0.0012},
{-0.0006},
{-0.0001},
{-0.0002},
{ 0.0000},
{ 0.0003},
{-0.0008},
{ 0.0010},
{ 0.0003},
{-0.0006},
{ 0.0001},
{-0.0001},
{ 0.0014},
{-0.0011},
{-0.0002},
{-0.0001},
{ 0.0005},
{ 0.0006},
{-0.0018},
{-0.0007},
{-0.0001},
{-0.0001},
{ 0.0002},
{-0.0008},
{ 0.0027},
{ 0.0006},
{-0.0005},
{-0.0003},
{-0.0003},
{-0.0001},
{ 0.0005},
{ 0.0003},
{ 0.0004},
{ 0.0013},
{ 0.0006},
{ 0.0000},
{ 0.0011},
{ 0.0003},
{-0.0008},
{-0.0003},
{ 0.0005},
{-0.0004},
{-0.0015},
{-0.0006},
{ 0.0008},
{ 0.0016},
{-0.0009},
{ 0.0007},
{-0.0009},
{-0.0005},
{ 0.0001},
{ 0.0005},
{ 0.0002},
{-0.0011},
{ 0.0006},
{-0.0016},
{-0.0013},
{-0.0006},
{-0.0004},
{-0.0002},
{-0.0006},
{ 0.0014},
{ 0.0002},
{-0.0006},
{-0.0007},
{-0.0001},
{-0.0010},
{-0.0012},
{ 0.0009},
{-0.0009},
{-0.0006},
{ 0.0000},
{ 0.0014},
{-0.0011},
{-0.0002},
{-0.0012},
{-0.0003},
{ 0.0003},
{-0.0010},
{-0.0008},
{ 0.0001},
{-0.0005},
{-0.0011},
{ 0.0006},
{-0.0008},
{ 0.0012},
{ 0.0007},
{-0.0009},
{ 0.0005},
{ 0.0017},
{ 0.0003},
{-0.0011},
{ 0.0034},
{-0.0017},
{-0.0006},
{-0.0008},
{ 0.0004},
{-0.0005},
{-0.0006},
{ 0.0001},
{ 0.0009},
{-0.0036},
{-0.0010},
{ 0.0005},
{ 0.0000},
{ 0.0003},
{-0.0007},
{ 0.0021},
{ 0.0003},
{ 0.0005},
{ 0.0003},
{-0.0005},
{-0.0001},
{-0.0011},
{-0.0009},
{ 0.0007},
{ 0.0003},
{ 0.0006},
{ 0.0001},
{-0.0002},
{ 0.0006},
{ 0.0005},
{ 0.0005},
{-0.0008},
{-0.0008},
{ 0.0005},
{ 0.0006},
{-0.0007},
{ 0.0003},
{ 0.0005},
{ 0.0000},
{ 0.0003},
{ 0.0010},
{-0.0018},
{ 0.0003},
{-0.0001},
{ 0.0008},
{-0.0015},
{-0.0008},
{ 0.0032},
{ 0.0009},
{ 0.0005},
{-0.0014},
{-0.0003},
{ 0.0029},
{ 0.0002},
{-0.0002},
{-0.0002},
{ 0.0005},
{ 0.0008},
{-0.0007},
{ 0.0014},
{-0.0004},
{-0.0003},
{ 0.0004},
{-0.0001},
{-0.0007},
{ 0.0002},
{ 0.0002},
{ 0.0005},
{ 0.0012},
{-0.0018},
{ 0.0014},
{ 0.0004},
{ 0.0012},
{ 0.0002},
{ 0.0009},
{-0.0007},
{ 0.0002},
{ 0.0000},
{-0.0011},
{-0.0002},
{ 0.0008},
{-0.0010},
{ 0.0013},
{-0.0003},
{-0.0001},
{-0.0002},
{ 0.0001},
{ 0.0003},
{-0.0012},
{ 0.0009},
{-0.0003},
{ 0.0005},
{-0.0018},
{ 0.0013},
{ 0.0004},
{ 0.0006},
{ 0.0003},
{-0.0016},
{-0.0005},
{ 0.0005},
{ 0.0004},
{ 0.0000},
{-0.0007},
{-0.0007},
{ 0.0008},
{-0.0007},
{ 0.0008},
{ 0.0004},
{ 0.0003},
{ 0.0019},
{ 0.0003},
{-0.0004},
{ 0.0021},
{-0.0013},
{ 0.0006},
{-0.0009},
{ 0.0012},
{ 0.0011},
{ 0.0003},
{ 0.0011},
{-0.0003},
{-0.0007},
{ 0.0001},
{ 0.0009},
{-0.0002},
{-0.0012},
{-0.0010},
{-0.0002},
{-0.0007},
{-0.0001},
{-0.0008},
{ 0.0001},
{ 0.0001},
{ 0.0005},
{ 0.0007},
{-0.0004},
{-0.0007},
{-0.0003},
{-0.0005},
{ 0.0006},
{ 0.0001},
{-0.0012},
{-0.0004},
{ 0.0014},
{-0.0005},
{ 0.0007},
{-0.0001},
{-0.0002},
{ 0.0010},
{-0.0015},
{-0.0003},
{ 0.0009},
{ 0.0000},
{-0.0009},
{ 0.0010},
{ 0.0016},
{-0.0002},
{-0.0001},
{-0.0004},
{-0.0011},
{ 0.0004},
{ 0.0010},
{-0.0007},
{-0.0003},
{-0.0008},
{-0.0012},
{ 0.0003},
{ 0.0016},
{-0.0019},
{-0.0006},
{ 0.0006},
{ 0.0006},
{-0.0002},
{-0.0004},
{ 0.0003},
{ 0.0008},
{-0.0013},
{-0.0012},
{-0.0002},
{-0.0005},
{ 0.0010},
{-0.0009},
{-0.0003},
{ 0.0016},
{-0.0013},
{ 0.0003},
{ 0.0003},
{-0.0007},
{ 0.0016},
{ 0.0002},
{-0.0013},
{-0.0002},
{-0.0009},
{-0.0003},
{ 0.0010},
{ 0.0002},
{ 0.0013},
{-0.0006},
{-0.0006},
{ 0.0001},
{-0.0005},
{ 0.0018},
{ 0.0002},
{ 0.0006},
{-0.0002},
{-0.0004},
{ 0.0000},
{ 0.0016},
{-0.0011},
{-0.0004},
{ 0.0002},
{ 0.0001},
{ 0.0025},
{-0.0011},
{-0.0008},
{ 0.0009},
{-0.0001},
{-0.0005},
{-0.0001},
{ 0.0005},
{ 0.0001},
{-0.0008},
{-0.0001},
{ 0.0003},
{ 0.0008},
{-0.0011},
{ 0.0003},
{ 0.0004},
{ 0.0005},
{ 0.0014},
{-0.0002},
{ 0.0008},
{ 0.0004},
{ 0.0019},
{-0.0005},
{-0.0005},
{-0.0005},
{ 0.0000},
{-0.0006},
{ 0.0015},
{-0.0011},
{-0.0017},
{-0.0002},
{ 0.0007},
{ 0.0004},
{-0.0018},
{-0.0001},
{-0.0002},
{-0.0001},
{ 0.0005},
{-0.0003},
{ 0.0000},
{ 0.0007},
{ 0.0006},
{-0.0014},
{ 0.0006},
{-0.0003},
{ 0.0002},
{-0.0002},
{-0.0002},
{ 0.0002},
{-0.0009},
{-0.0001},
{-0.0001},
{ 0.0000},
{ 0.0012},
{ 0.0000},
{ 0.0003},
{-0.0008},
{ 0.0004},
{ 0.0000},
{-0.0003},
{-0.0013},
{-0.0005},
{-0.0005},
{-0.0001},
{-0.0004},
{ 0.0006},
{ 0.0000},
{-0.0008},
{-0.0004},
{-0.0024},
{ 0.0003},
{-0.0005},
{ 0.0007},
{ 0.0003},
{-0.0004},
{-0.0004},
{ 0.0003},
{ 0.0000},
{ 0.0014},
{-0.0004},
{ 0.0000},
{-0.0009},
{ 0.0012},
{-0.0008},
{ 0.0028},
{ 0.0003},
{ 0.0001},
{ 0.0010},
{-0.0005},
{ 0.0004},
{-0.0005},
{ 0.0001},
{-0.0005},
{ 0.0017},
{-0.0012},
{-0.0002},
{ 0.0010},
{-0.0009},
{-0.0001},
{ 0.0003},
{ 0.0001},
{ 0.0031},
{-0.0005},
{ 0.0004},
{ 0.0002},
{-0.0001},
{-0.0003},
{-0.0013},
{-0.0015},
{-0.0003},
{ 0.0010},
{ 0.0010},
{-0.0002},
{ 0.0027},
{ 0.0004},
{ 0.0001},
{-0.0007},
{ 0.0000},
{-0.0002},
{ 0.0011},
{-0.0009},
{-0.0003},
{-0.0006},
{ 0.0007},
{-0.0015},
{ 0.0004},
{-0.0002},
{ 0.0002},
{ 0.0001},
{-0.0005},
{ 0.0000},
{ 0.0003},
{-0.0011},
{ 0.0001},
{-0.0001},
{ 0.0002},
{-0.0006},
{ 0.0003},
{-0.0004},
{-0.0005},
{-0.0005},
{ 0.0000},
{ 0.0007},
{-0.0032},
{ 0.0001},
{ 0.0007},
{-0.0008},
{-0.0004},
{-0.0004},
{-0.0004},
{ 0.0010},
{-0.0001},
{-0.0001},
{ 0.0002},
{ 0.0000},
{ 0.0001},
{-0.0009},
{-0.0002},
{-0.0009},
{-0.0002},
{ 0.0002},
{ 0.0002},
{ 0.0010},
{ 0.0002},
{-0.0005},
{-0.0005},
{-0.0021},
{ 0.0008},
{ 0.0000},
{ 0.0006},
{-0.0006},
{-0.0007},
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{-0.0007},
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{ 0.0011},
{-0.0006},
{-0.0004},
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{ 0.0001},
{ 0.0010},
{-0.0002},
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{-0.0004},
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{ 0.0011},
{ 0.0000},
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{ 0.0001},
{-0.0003},
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{ 0.0004},
{ 0.0000},
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{-0.0011},
{ 0.0001},
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{-0.0004},
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{ 0.0001},
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{-0.0011},
{-0.0002},
{-0.0001},
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{-0.0005},
{-0.0014},
{ 0.0000},
{-0.0007},
{ 0.0021},
{ 0.0002},
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{-0.0009},
{-0.0002},
{ 0.0020},
{ 0.0004},
{-0.0011},
{-0.0018},
{ 0.0005},
{ 0.0005},
{ 0.0000},
{ 0.0000},
{ 0.0004},
{ 0.0008},
{-0.0004},
{-0.0007},
{ 0.0001},
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{-0.0001},
{ 0.0010},
{-0.0005},
{-0.0023},
{ 0.0004},
{ 0.0022},
{-0.0013},
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{-0.0003},
{ 0.0010},
{-0.0002},
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{-0.0001},
{ 0.0020},
{ 0.0006},
{-0.0006},
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{-0.0007},
{ 0.0008},
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{-0.0005},
{-0.0004},
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{-0.0009},
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{-0.0006},
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{-0.0006},
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{-0.0005},
{ 0.0012},
{-0.0009},
{ 0.0004},
{-0.0008},
{-0.0011},
{ 0.0013},
{ 0.0013},
{ 0.0005 }};
private static Dataset defaultDataset;
private static IEnumerable defaultAllowedInputVariables;
private static string defaultPriceVariable;
static ProblemData() {
defaultDataset = new Dataset(new string[] { "d(AUD/USD)/dt" }, audInUsdDiff);
defaultDataset.Name = "AUD in USD";
defaultDataset.Description = "Australian dollar in US dollar.";
defaultAllowedInputVariables = new List() { "d(AUD/USD)/dt" };
defaultPriceVariable = "d(AUD/USD)/dt";
}
#endregion
public IConstrainedValueParameter PriceChangeVariableParameter {
get { return (IConstrainedValueParameter)Parameters[PriceChangeVariableParameterName]; }
}
public IValueParameter TransactionCostsParameter {
get { return (IValueParameter)Parameters[TransactionCostsParameterName]; }
}
public string PriceChangeVariable {
get { return PriceChangeVariableParameter.Value.Value; }
}
public double TransactionCosts {
get { return TransactionCostsParameter.Value.Value; }
}
[StorableConstructor]
private ProblemData(StorableConstructorFlag _) : base(_) { }
[StorableHook(HookType.AfterDeserialization)]
private void AfterDeserialization() {
RegisterParameterEvents();
}
private ProblemData(ProblemData original, Cloner cloner)
: base(original, cloner) {
RegisterParameterEvents();
}
public override IDeepCloneable Clone(Cloner cloner) { return new ProblemData(this, cloner); }
public ProblemData()
: this(defaultDataset, defaultAllowedInputVariables, defaultPriceVariable) {
}
public ProblemData(Dataset dataset, IEnumerable allowedInputVariables, string targetVariable, IEnumerable transformations = null)
: base(dataset, allowedInputVariables, transformations ?? Enumerable.Empty()) {
var variables = InputVariables.Select(x => x.AsReadOnly()).ToList();
Parameters.Add(new ConstrainedValueParameter(PriceChangeVariableParameterName, new ItemSet(variables), variables.First(x => x.Value == targetVariable)));
Parameters.Add(new FixedValueParameter(TransactionCostsParameterName, "The absolute cost of on buy/sell transaction (assumed to be constant and independent of transaction volume)", new DoubleValue(0.0002)));
if (dataset.GetReadOnlyDoubleValues(targetVariable).Min() >= 0) throw new ArgumentException("The target variable must contain changes (deltas) of the asset price over time.");
RegisterParameterEvents();
}
private void RegisterParameterEvents() {
PriceChangeVariableParameter.ValueChanged += new EventHandler(PriceVariableParameter_ValueChanged);
TransactionCostsParameter.Value.ValueChanged += new EventHandler(TransactionCostsParameter_ValueChanged);
}
private void TransactionCostsParameter_ValueChanged(object sender, EventArgs e) {
OnChanged();
}
private void PriceVariableParameter_ValueChanged(object sender, EventArgs e) {
if (Dataset.GetReadOnlyDoubleValues(PriceChangeVariable).Min() >= 0) throw new ArgumentException("The target variable must contain changes (deltas) of the asset price over time.");
OnChanged();
}
}
}