[4] | 1 | /* |
---|
| 2 | * This program is free software; you can redistribute it and/or modify |
---|
| 3 | * it under the terms of the GNU General Public License as published by |
---|
| 4 | * the Free Software Foundation; either version 2 of the License, or |
---|
| 5 | * (at your option) any later version. |
---|
| 6 | * |
---|
| 7 | * This program is distributed in the hope that it will be useful, |
---|
| 8 | * but WITHOUT ANY WARRANTY; without even the implied warranty of |
---|
| 9 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
---|
| 10 | * GNU General Public License for more details. |
---|
| 11 | * |
---|
| 12 | * You should have received a copy of the GNU General Public License |
---|
| 13 | * along with this program; if not, write to the Free Software |
---|
| 14 | * Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA. |
---|
| 15 | */ |
---|
| 16 | |
---|
| 17 | /* |
---|
| 18 | * ASSearch.java |
---|
| 19 | * Copyright (C) 1999 University of Waikato, Hamilton, New Zealand |
---|
| 20 | * |
---|
| 21 | */ |
---|
| 22 | |
---|
| 23 | package weka.attributeSelection; |
---|
| 24 | |
---|
| 25 | import weka.core.Instances; |
---|
| 26 | import weka.core.RevisionHandler; |
---|
| 27 | import weka.core.RevisionUtils; |
---|
| 28 | import weka.core.SerializedObject; |
---|
| 29 | import weka.core.Utils; |
---|
| 30 | |
---|
| 31 | import java.io.Serializable; |
---|
| 32 | |
---|
| 33 | /** |
---|
| 34 | * Abstract attribute selection search class. |
---|
| 35 | * |
---|
| 36 | * @author Mark Hall (mhall@cs.waikato.ac.nz) |
---|
| 37 | * @version $Revision: 1.12 $ |
---|
| 38 | */ |
---|
| 39 | public abstract class ASSearch |
---|
| 40 | implements Serializable, RevisionHandler { |
---|
| 41 | |
---|
| 42 | /** for serialization */ |
---|
| 43 | private static final long serialVersionUID = 7591673350342236548L; |
---|
| 44 | |
---|
| 45 | // =============== |
---|
| 46 | // Public methods. |
---|
| 47 | // =============== |
---|
| 48 | |
---|
| 49 | /** |
---|
| 50 | * Returns the revision string. |
---|
| 51 | * |
---|
| 52 | * @return the revision |
---|
| 53 | */ |
---|
| 54 | public String getRevision() { |
---|
| 55 | return RevisionUtils.extract("$Revision: 1.12 $"); |
---|
| 56 | } |
---|
| 57 | |
---|
| 58 | /** |
---|
| 59 | * Searches the attribute subset/ranking space. |
---|
| 60 | * |
---|
| 61 | * @param ASEvaluator the attribute evaluator to guide the search |
---|
| 62 | * @param data the training instances. |
---|
| 63 | * @return an array (not necessarily ordered) of selected attribute indexes |
---|
| 64 | * @throws Exception if the search can't be completed |
---|
| 65 | */ |
---|
| 66 | public abstract int [] search(ASEvaluation ASEvaluator, |
---|
| 67 | Instances data) throws Exception; |
---|
| 68 | |
---|
| 69 | /** |
---|
| 70 | * Creates a new instance of a search class given it's class name and |
---|
| 71 | * (optional) arguments to pass to it's setOptions method. If the |
---|
| 72 | * search method implements OptionHandler and the options parameter is |
---|
| 73 | * non-null, the search method will have it's options set. |
---|
| 74 | * |
---|
| 75 | * @param searchName the fully qualified class name of the search class |
---|
| 76 | * @param options an array of options suitable for passing to setOptions. May |
---|
| 77 | * be null. |
---|
| 78 | * @return the newly created search object, ready for use. |
---|
| 79 | * @throws Exception if the search class name is invalid, or the options |
---|
| 80 | * supplied are not acceptable to the search class. |
---|
| 81 | */ |
---|
| 82 | public static ASSearch forName(String searchName, |
---|
| 83 | String [] options) throws Exception { |
---|
| 84 | return (ASSearch)Utils.forName(ASSearch.class, |
---|
| 85 | searchName, |
---|
| 86 | options); |
---|
| 87 | } |
---|
| 88 | |
---|
| 89 | /** |
---|
| 90 | * Creates copies of the current search scheme. Note that this method |
---|
| 91 | * now uses Serialization to perform a deep copy, so the search |
---|
| 92 | * object must be fully Serializable. Any currently built model will |
---|
| 93 | * now be copied as well. |
---|
| 94 | * |
---|
| 95 | * @param model an example search scheme to copy |
---|
| 96 | * @param num the number of search scheme copies to create. |
---|
| 97 | * @return an array of search schemes. |
---|
| 98 | * @throws Exception if an error occurs |
---|
| 99 | */ |
---|
| 100 | public static ASSearch[] makeCopies(ASSearch model, int num) throws Exception { |
---|
| 101 | |
---|
| 102 | if (model == null) |
---|
| 103 | throw new Exception("No model search scheme set"); |
---|
| 104 | |
---|
| 105 | ASSearch[] result = new ASSearch[num]; |
---|
| 106 | SerializedObject so = new SerializedObject(model); |
---|
| 107 | for (int i = 0; i < result.length; i++) |
---|
| 108 | result[i] = (ASSearch) so.getObject(); |
---|
| 109 | |
---|
| 110 | return result; |
---|
| 111 | } |
---|
| 112 | } |
---|