[2] | 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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