source: addons/HeuristicLab.DataImporter/HeuristicLab.DataImporter.Command/ChangeValues/BoxCoxTransformationCommand.cs @ 15690

#region License Information
/* HeuristicLab
 * Copyright (C) 2002-2013 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 <http://www.gnu.org/licenses/>.
 */
#endregion

using System;
using HeuristicLab.DataImporter.Command.View;
using HeuristicLab.DataImporter.Data;
using HeuristicLab.DataImporter.Data.CommandBase;
using HeuristicLab.DataImporter.Data.Model;
using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;

namespace HeuristicLab.DataImporter.Command {
  [StorableClass]
  [ViewableCommandInfoAttribute("Box-Cox Transformation", 1, ColumnGroupState.DoubleColumnSelected, "Change Values",
  Position = 6, OptionsView = typeof(BoxCoxTransformationCommandView))]
  public class BoxCoxTransformationCommand : ColumnGroupCommandWithAffectedColumnsBase {
    [StorableConstructor]
    protected BoxCoxTransformationCommand(bool deserializing) : base(deserializing) { }

    public BoxCoxTransformationCommand(DataSet dataSet, string columnGroupName, int[] affectedColumns)
      : base(dataSet, columnGroupName, affectedColumns) {
    }

    [Storable]
    private double lambda;
    public double Lambda {
      get { return this.lambda; }
      set { this.lambda = value; }
    }
    [Storable]
    private double c;
    public double C {
      get { return this.c; }
      set { this.c = value; }
    }

    public override string Description {
      get { return "Box-Cox Transformation"; }
    }

    public override void Execute() {
      base.Execute();
      DoubleColumn column;
      foreach (int col in AffectedColumns) {
        if (ColumnGroup.GetColumn(col) is DoubleColumn) {
          column = (DoubleColumn)ColumnGroup.GetColumn(col);
          for (int i = 0; i < column.TotalValuesCount; i++)
            if (column.GetValue(i) != null) {
              if (lambda != 0.0) {
                column.ChangeValue(i, Math.Pow((double)column.GetValue(i) + c, lambda) - 1);
              } else {
                column.ChangeValue(i, Math.Log((double)column.GetValue(i) + c));
              }
            }
        }
      }
      ColumnGroup.FireChanged();
      ColumnGroup = null;
    }

    public override void UndoExecute() {
      base.UndoExecute();
      DoubleColumn column;
      foreach (int col in AffectedColumns) {
        if (ColumnGroup.GetColumn(col) is DoubleColumn) {
          column = (DoubleColumn)ColumnGroup.GetColumn(col);
          for (int i = 0; i < column.TotalValuesCount; i++)
            if (column.GetValue(i) != null) {
              if (lambda != 0.0) {
                column.ChangeValue(i, Math.Pow((double)column.GetValue(i) + 1, 1.0 / lambda) - c);
              } else {
                column.ChangeValue(i, Math.Exp((double)column.GetValue(i)) - c);
              }
            }
        }
      }
      ColumnGroup.FireChanged();
      ColumnGroup = null;
    }
  }
}