1 | package de.ugoe.cs.cpdp.preprocessing;
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2 |
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3 | import static org.junit.Assert.*;
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4 |
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5 | import java.util.ArrayList;
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6 | import java.util.LinkedList;
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7 |
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8 | import org.apache.commons.collections4.list.SetUniqueList;
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9 | import org.junit.Test;
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10 |
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11 | import de.ugoe.cs.cpdp.dataprocessing.AverageStandardization;
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12 |
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13 | import weka.core.Attribute;
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14 | import weka.core.DenseInstance;
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15 | import weka.core.Instances;
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16 |
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17 | public class AverageStandardizationTest {
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18 |
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19 | @Test
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20 | public void testSetParameter() {
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21 | new AverageStandardization().setParameter("somestring");
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22 | }
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23 |
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24 | @Test
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25 | public void testApply() {
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26 | ArrayList<Attribute> attributes = new ArrayList<Attribute>();
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27 | attributes.add(new Attribute("attr1"));
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28 | attributes.add(new Attribute("class"));
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29 | attributes.add(new Attribute("attr2"));
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30 |
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31 | double[] value1 = new double[]{1.5, 0.0, 3.0};
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32 | double[] value2 = new double[]{1.4, 1.0, 6.0};
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33 | double[] value3 = new double[]{1.6, 0.0, 15.0};
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34 | double[] value4 = new double[]{ 3.0, 0.0, 1.5};
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35 | double[] value5 = new double[]{ 6.0, 1.0, 1.4 };
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36 | double[] value6 = new double[]{15.0, 0.0, 1.6};
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37 |
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38 | Instances instances = new Instances("test", attributes, 0);
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39 | instances.setClassIndex(1);
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40 |
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41 | instances.add(new DenseInstance(1.0, value1));
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42 | instances.add(new DenseInstance(1.0, value2));
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43 | instances.add(new DenseInstance(1.0, value3));
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44 |
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45 | Instances instTest = new Instances("foo", attributes, 0);
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46 | instTest.add(new DenseInstance(1.0, value4));
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47 | instTest.add(new DenseInstance(1.0, value5));
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48 | instTest.add(new DenseInstance(1.0, value6));
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49 |
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50 | SetUniqueList<Instances> instSet = SetUniqueList.setUniqueList(new LinkedList<Instances>());
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51 | instSet.add(instTest);
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52 |
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53 | AverageStandardization processor = new AverageStandardization();
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54 | processor.apply(instances, instSet);
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55 |
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56 | double[] expected1 = new double[]{0.5625, 0.0, 8.0};
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57 | double[] expected2 = new double[]{1.125 , 1.0, 7.466666666666};
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58 | double[] expected3 = new double[]{2.8125, 0.0, 8.533333333333};
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59 |
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60 | assertArrayEquals(expected1, instSet.get(0).instance(0).toDoubleArray(), 0.0001);
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61 | assertArrayEquals(expected2, instSet.get(0).instance(1).toDoubleArray(), 0.0001);
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62 | assertArrayEquals(expected3, instSet.get(0).instance(2).toDoubleArray(), 0.0001);
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63 | }
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64 |
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65 | }
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