#region License Information /* HeuristicLab * Copyright (C) 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 } }