[6642] | 1 | #region License Information
|
---|
| 2 | /* HeuristicLab
|
---|
[7270] | 3 | * Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
|
---|
[6642] | 4 | *
|
---|
| 5 | * This file is part of HeuristicLab.
|
---|
| 6 | *
|
---|
| 7 | * HeuristicLab is free software: you can redistribute it and/or modify
|
---|
| 8 | * it under the terms of the GNU General Public License as published by
|
---|
| 9 | * the Free Software Foundation, either version 3 of the License, or
|
---|
| 10 | * (at your option) any later version.
|
---|
| 11 | *
|
---|
| 12 | * HeuristicLab is distributed in the hope that it will be useful,
|
---|
| 13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
|
---|
| 14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
---|
| 15 | * GNU General Public License for more details.
|
---|
| 16 | *
|
---|
| 17 | * You should have received a copy of the GNU General Public License
|
---|
| 18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
|
---|
| 19 | */
|
---|
| 20 | #endregion
|
---|
| 21 |
|
---|
| 22 | using System;
|
---|
| 23 | using System.Linq;
|
---|
| 24 | using System.Windows.Forms;
|
---|
| 25 | using System.Windows.Forms.DataVisualization.Charting;
|
---|
| 26 | using HeuristicLab.Algorithms.DataAnalysis;
|
---|
| 27 | using HeuristicLab.MainForm;
|
---|
| 28 | using HeuristicLab.Problems.DataAnalysis.Views;
|
---|
| 29 |
|
---|
| 30 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic.Regression.Views {
|
---|
| 31 | [View("Error Characteristics Curve")]
|
---|
| 32 | [Content(typeof(ISymbolicRegressionSolution))]
|
---|
| 33 | public partial class SymbolicRegressionSolutionErrorCharacteristicsCurveView : RegressionSolutionErrorCharacteristicsCurveView {
|
---|
| 34 | private IRegressionSolution linearRegressionSolution;
|
---|
| 35 | public SymbolicRegressionSolutionErrorCharacteristicsCurveView() {
|
---|
| 36 | InitializeComponent();
|
---|
| 37 | }
|
---|
| 38 |
|
---|
| 39 | public new ISymbolicRegressionSolution Content {
|
---|
| 40 | get { return (ISymbolicRegressionSolution)base.Content; }
|
---|
| 41 | set { base.Content = value; }
|
---|
| 42 | }
|
---|
| 43 |
|
---|
| 44 | protected override void OnContentChanged() {
|
---|
| 45 | if (Content != null)
|
---|
| 46 | linearRegressionSolution = CreateLinearRegressionSolution();
|
---|
| 47 | else
|
---|
| 48 | linearRegressionSolution = null;
|
---|
| 49 |
|
---|
| 50 | base.OnContentChanged();
|
---|
| 51 | }
|
---|
| 52 |
|
---|
| 53 | protected override void UpdateChart() {
|
---|
| 54 | base.UpdateChart();
|
---|
| 55 | if (Content == null || linearRegressionSolution == null) return;
|
---|
| 56 | AddRegressionSolution(linearRegressionSolution);
|
---|
| 57 | }
|
---|
| 58 |
|
---|
| 59 | private IRegressionSolution CreateLinearRegressionSolution() {
|
---|
| 60 | if (Content == null) throw new InvalidOperationException();
|
---|
| 61 | double rmse, cvRmsError;
|
---|
| 62 | var problemData = (IRegressionProblemData)ProblemData.Clone();
|
---|
| 63 |
|
---|
| 64 | //clear checked inputVariables
|
---|
| 65 | foreach (var inputVariable in problemData.InputVariables.CheckedItems) {
|
---|
| 66 | problemData.InputVariables.SetItemCheckedState(inputVariable.Value, false);
|
---|
| 67 | }
|
---|
| 68 |
|
---|
| 69 | //check inputVariables used in the symbolic regression model
|
---|
| 70 | var usedVariables =
|
---|
| 71 | Content.Model.SymbolicExpressionTree.IterateNodesPostfix().OfType<VariableTreeNode>().Select(
|
---|
| 72 | node => node.VariableName).Distinct();
|
---|
| 73 | foreach (var variable in usedVariables) {
|
---|
| 74 | problemData.InputVariables.SetItemCheckedState(
|
---|
| 75 | problemData.InputVariables.Where(x => x.Value == variable).First(), true);
|
---|
| 76 | }
|
---|
| 77 |
|
---|
| 78 | var solution = LinearRegression.CreateLinearRegressionSolution(problemData, out rmse, out cvRmsError);
|
---|
| 79 | solution.Name = "Linear Model";
|
---|
| 80 | return solution;
|
---|
| 81 | }
|
---|
| 82 |
|
---|
| 83 | protected override void Content_ModelChanged(object sender, EventArgs e) {
|
---|
| 84 | linearRegressionSolution = CreateLinearRegressionSolution();
|
---|
| 85 | base.Content_ModelChanged(sender, e);
|
---|
| 86 | }
|
---|
| 87 |
|
---|
| 88 | protected override void Content_ProblemDataChanged(object sender, EventArgs e) {
|
---|
| 89 | linearRegressionSolution = CreateLinearRegressionSolution();
|
---|
| 90 | base.Content_ProblemDataChanged(sender, e);
|
---|
| 91 | }
|
---|
| 92 |
|
---|
| 93 | private void chart_MouseDown(object sender, MouseEventArgs e) {
|
---|
| 94 | if (e.Clicks < 2) return;
|
---|
| 95 | HitTestResult result = chart.HitTest(e.X, e.Y);
|
---|
| 96 | if (result.ChartElementType != ChartElementType.LegendItem) return;
|
---|
| 97 | if (result.Series.Name != linearRegressionSolution.Name) return;
|
---|
| 98 |
|
---|
| 99 | MainFormManager.MainForm.ShowContent((IRegressionSolution)result.Series.Tag);
|
---|
| 100 | }
|
---|
| 101 | }
|
---|
| 102 | }
|
---|