#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.Collections.Generic;
using System.Linq;
using System.Windows.Forms;
using HeuristicLab.Analysis;
using HeuristicLab.Common;
using HeuristicLab.MainForm;
using HeuristicLab.MainForm.WindowsForms;
using HeuristicLab.Problems.DataAnalysis.Views;
namespace HeuristicLab.Algorithms.DataAnalysis.Views {
[View("Dimension Reduction")]
[Content(typeof(INcaClassificationSolution), IsDefaultView = false)]
public partial class NCADimensionReductionView : DataAnalysisSolutionEvaluationView {
private ViewHost viewHost = new ViewHost();
private ScatterPlot scatterPlot = new ScatterPlot();
public new INcaClassificationSolution Content {
get { return (INcaClassificationSolution)base.Content; }
set { base.Content = value; }
}
public NCADimensionReductionView() {
InitializeComponent();
messageLabel.Visible = false;
viewHost.Dock = DockStyle.Fill;
splitContainer.Panel2.Controls.Add(viewHost);
rangeComboBox.SelectedIndex = 0;
}
protected override void OnContentChanged() {
base.OnContentChanged();
if (Content == null) {
viewHost.Content = null;
scatterPlot.Rows.Clear();
} else {
UpdateScatterPlot();
viewHost.Content = scatterPlot;
}
}
private void UpdateScatterPlot() {
scatterPlot.Rows.Clear();
var rows = Content.ProblemData.ClassValues
.ToDictionary(c => c, c => new ScatterPlotDataRow(Content.ProblemData.GetClassName(c), string.Empty, Enumerable.Empty>()));
foreach (var r in rows.Values)
r.VisualProperties.PointSize = 5;
IEnumerable range = null;
if (rangeComboBox.SelectedIndex == 0) range = Content.ProblemData.TrainingIndices;
else if (rangeComboBox.SelectedIndex == 1) range = Content.ProblemData.TestIndices;
else range = Enumerable.Range(0, Content.ProblemData.Dataset.Rows);
var reduced = Content.Model.Reduce(Content.ProblemData.Dataset, range);
int idx = 0;
if (reduced.GetLength(1) == 2) { // last column is the target variable
foreach (var r in range) {
var label = Content.ProblemData.Dataset.GetDoubleValue(Content.ProblemData.TargetVariable, r);
rows[label].Points.Add(new Point2D(reduced[idx++, 0], 1.0));
}
} else {
foreach (var r in range) {
var label = Content.ProblemData.Dataset.GetDoubleValue(Content.ProblemData.TargetVariable, r);
rows[label].Points.Add(new Point2D(reduced[idx, 0], reduced[idx, 1]));
idx++;
}
}
scatterPlot.Rows.AddRange(rows.Values);
}
protected override void SetEnabledStateOfControls() {
base.SetEnabledStateOfControls();
rangeComboBox.Enabled = Content != null && viewHost.Visible;
}
#region Event Handlers
private void rangeComboBox_SelectedIndexChanged(object sender, System.EventArgs e) {
if (Content != null) UpdateScatterPlot();
}
#endregion
}
}