1 | #region License Information
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2 |
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3 | /* HeuristicLab
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4 | * Copyright (C) 2002-2014 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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5 | *
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6 | * This file is part of HeuristicLab.
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7 | *
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8 | * HeuristicLab is free software: you can redistribute it and/or modify
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9 | * it under the terms of the GNU General Public License as published by
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10 | * the Free Software Foundation, either version 3 of the License, or
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11 | * (at your option) any later version.
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12 | *
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13 | * HeuristicLab is distributed in the hope that it will be useful,
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14 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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15 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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16 | * GNU General Public License for more details.
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17 | *
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18 | * You should have received a copy of the GNU General Public License
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19 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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20 | */
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21 |
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22 | #endregion
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23 |
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24 | using System;
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25 | using System.Linq;
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26 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
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27 |
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28 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
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29 | public class SymbolicDataAnalysisModelComplexityAnalyzer {
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30 | public static double CalculateComplexity(ISymbolicExpressionTreeNode node) {
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31 | if (node is ConstantTreeNode) return 0;
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32 | if (node is VariableTreeNode) return 1;
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33 |
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34 | var subtreeComplexities = node.Subtrees.Select(CalculateComplexity);
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35 |
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36 | double result = 0.0;
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37 | switch (OpCodes.MapSymbolToOpCode(node)) {
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38 | case OpCodes.Add:
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39 | case OpCodes.Sub:
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40 | foreach (var comp in subtreeComplexities) {
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41 | result += comp;
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42 | }
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43 | break;
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44 | case OpCodes.Mul:
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45 | result = 1;
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46 | foreach (var comp in subtreeComplexities) {
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47 | result *= comp + 1;
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48 | }
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49 | break;
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50 | //return subtreeComplexities.Aggregate((a, b) => a == 0 ? b : b == 0 ? a : (a + 1) * (b + 1));
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51 | case OpCodes.Div:
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52 | result = 1;
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53 | foreach (var comp in subtreeComplexities) {
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54 | result *= comp + 1;
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55 | }
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56 | result *= 2;
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57 | break;
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58 | //return subtreeComplexities.Aggregate((a, b) => a == 0 ? b * 2 : b == 0 ? a : (a + 1) * (b + 1) * 2);
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59 | default:
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60 | throw new NotSupportedException();
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61 | }
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62 | return result;
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63 | }
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64 | }
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65 | }
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