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source: branches/MemPRAlgorithm/HeuristicLab.Problems.DataAnalysis/3.4/Interfaces/Regression/IRegressionEnsembleModel.cs @ 16003

Last change on this file since 16003 was 13704, checked in by mkommend, 9 years ago

#2590: Added model weights for ensembles.

File size: 1.9 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2016 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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
22using System;
23using System.Collections.Generic;
24namespace HeuristicLab.Problems.DataAnalysis {
25  public interface IRegressionEnsembleModel : IRegressionModel {
26    void Add(IRegressionModel model);
27    void Add(IRegressionModel model, double weight);
28    void AddRange(IEnumerable<IRegressionModel> models);
29    void AddRange(IEnumerable<IRegressionModel> models, IEnumerable<double> weights);
30
31    void Remove(IRegressionModel model);
32    void RemoveRange(IEnumerable<IRegressionModel> models);
33
34    IEnumerable<IRegressionModel> Models { get; }
35    IEnumerable<double> ModelWeights { get; }
36
37    double GetModelWeight(IRegressionModel model);
38    void SetModelWeight(IRegressionModel model, double weight);
39
40    bool AverageModelEstimates { get; set; }
41
42    event EventHandler Changed;
43
44    IEnumerable<IEnumerable<double>> GetEstimatedValueVectors(IDataset dataset, IEnumerable<int> rows);
45    IEnumerable<double> GetEstimatedValues(IDataset dataset, IEnumerable<int> rows, Func<int, IRegressionModel, bool> modelSelectionPredicate);
46  }
47}
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