Class Mencari Bobot Implementasi Prepocessing Kalimat

4.2.5 Class Mencari Bobot

Pemprosesan sebuah sistem untuk menentukan bobot di setiap term yang didapat. } return hasil; } return null; } public static ListString stemDokumen Dokumen, SetString kamus { Lemmatizer stemmer = new DefaultLemmatizerkamus; ListString hasil = new ArrayListDokumen.size; for String kata : Dokumen.daftarKata { hasil.addstemmer.lemmatizekata; } return hasil; } } List Code 4. 4 Class Tampil stopword public class Mencari_bobot { public static double dotproductdouble[] i, double[] j { if i.length = j.length { throw new IllegalArgumentException; } double hasil = 0; for int k = 0; k i.length; k++ { hasil += i[k] j[k]; } return hasil; } static class TermDocumentPair { public String term; public Dokumen doc; TermDocumentPairString term, Dokumen doc { this.term = term; this.doc = doc; } } private SetString allTerms; private MapTermDocumentPair, Integer tableTF; private MapString, Integer tableDF; private Master master; private Dokumen docTest; private Dokumen docTest; public Dokumen getDocTest { return docTest; } public void setDocTestDokumen docTest { this.docTest = docTest; } public Mencari_bobotMaster m { master = m; allTerms = m.terms; int size = allTerms.size m.documents.size; tableTF = new HashMapsize; tableDF = new HashMapsize; docTest = m.getTestDoc; } public int getTermFrequencyString term, Dokumen doc { TermDocumentPair key = new TermDocumentPairterm, doc; if tableTF.containsKeykey { return tableTF.getkey; } else { int count = 0; for String kata : doc.daftarKata { if kata.equalsterm { count++; } } tableTF.putkey, count; return count; } } public int getDocumentFrequencyString term { if tableDF.containsKeyterm { return tableDF.getterm; } else { int c = 0; for Dokumen d : master.documents { if d.daftarKata.containsterm { c++; } } tableDF.putterm, c; return c; } } idf private double idf1String term { return Math.logmaster.documents.size getDocumentFrequencyterm; } private double idf2String term { return 1d double getDocumentFrequencyterm; } private double idf3String term { return Math.log1000 getDocumentFrequencyterm; } public double getInverseDocumentFrequencyString term, int metode { switch metode { case 1: return idf1term; case 2: return idf2term; case 3: return idf3term; default: throw new IllegalArgumentException; } } bobot public double getWeightString term, Dokumen doc { return getTermFrequencyterm, doc getInverseDocumentFrequencyterm,1; } public double getInnerProductString term, Dokumen doc { return getWeightterm, doc getWeightterm, docTest; } List Code 4. 5 Class Mencari Bobot W Untuk memanggil semua sistem yang sudah dibuat sehingga dokumen dapat diproses dengan semestinya.

4.3 Sistem Yang Digunakan Dari WEKA