public List<Document> proccessCalculateVectorSpaceModel() {
List<Document> documentRetrievals = new ArrayList<Document>();
processQuery();
List<Word> queryWords = query.getWords();
if (queryWords == null || queryWords.size() == 0) return documentRetrievals;
Collections.sort(queryWords);
double maximumFrequency = queryWords.get(0).getTf();
// calculate TF-IDF for query
for (Word wordQ : queryWords) {
// check ton tai gia tri cua word(Q) trong word(allDocument)
int index = words.indexOf(wordQ);
// System.out.println("INDEX ========== " + index);
if (index > -1) {
wordQ.setIdf(words.get(index).getIdf());
wordQ.setProcessTF(wordQ.getTf() / maximumFrequency);
// wordQ.setTf(wordQ.getTf()/maximumFrequency);
// System.out.println("IDF: " + words.get(index).getIdf());
}
}
System.out.println("Query:" + queryWords);
for (Document document : documents) {
// calculate document with query
double cosinQD = 0D;
for (Word wordInQuery : query.getWords()) {
// tim word cua query trong document.
int idWordInD = document.getWords().indexOf(wordInQuery);
if (idWordInD > -1) {
cosinQD += wordInQuery.getTfidf() * document.getWords().get(idWordInD).getTfidf();
}
}
document.setCosinWithQuery(cosinQD / (document.getDocumentLeng() * query.getDocumentLeng()));
if (document.getCosinWithQuery() > 0) {
documentRetrievals.add(document.clone());
}
}
return documentRetrievals;
}
/**
* This method will remove all stop words in all documents. see details in http://www.tfidf.com/
*
* @param totalDocument ( = 0 -> use default value of total document)
*/
public void processDocumentsAndCalculateTFIDF() {
// remove stop words
if (isSemanticSearch) {
for (Document document : documents) {
document.getWords().removeAll(stopwords);
}
}
// end remove stop words
// calculate word appear in all document (add to words)
for (Document document : documents) {
for (Word word : document.getWords()) {
Word w = new Word(0L, word.getWord(), word.getTypeWord(), 0L, 1D);
addWordIntoWords(w);
}
}
// update IDF for each word in each document
for (Document document : documents) {
// calculate IDF for word in the all document.
for (Word word : document.getWords()) {
int wordId = words.indexOf(word);
double idfWord = Math.log(documents.size() / words.get(wordId).getTf());
// set idf for word in each document
word.setIdf(idfWord);
word.setProcessTF(word.getTf() / document.getWords().size());
words.get(wordId).setIdf(idfWord);
}
Collections.sort(document.getWords());
if (document.getWords().size() > 10) {
// System.out.println("url: " + document.getUrl() + "---" + document.getWords().subList(0,
// 10));
}
}
// System.out.println("word in the all document: " + words);
}
/**
* This method will remove all stop words in the document.
*
* @param stopwords
*/
public void processQuery() {
System.out.println("------ REMOVE STOP WORDS FOR QUERY ------ ");
query.getWords().removeAll(stopwords);
}