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- public HashMap<Integer, ArrayList<Double>> createFeatureMatrix(int vocabSize,int embeddingDimension) throws NullPointerException
- /*
- *Weight vector for each of the word is initialized here.
- */
- {
- HashMap<Integer, ArrayList<Double>> featureMatrix = new HashMap<Integer, ArrayList<Double>>();
- for(int i =0 ; i< vocabSize; i++){
- featureMatrix.put(i,wordFeauture(embeddingDimension));
- }
- return featureMatrix;
- }//end of createFeatureMatrix
- private ArrayList<Double> wordFeauture(int a) {
- Double ranVal;
- Random rand = new Random();
- ArrayList<Double> arrList = new ArrayList<Double>();
- for(int i =0 ; i< a; i++){
- ranVal = rand.nextGaussian();
- arrList.add(ranVal);
- }
- return arrList;
- }
- private ArrayList<Double> getContextFeatureVector(ArrayList<String> Ngram,HashMap<String,Integer > FrequentWordIndex,
- HashMap<Integer, ArrayList<Double> > wordFeatureMatrix) throws NullPointerException
- /*INPUT :Ngram, Vocabulary Index
- *RETURNS:Feature Vector of context of given N-gram.
- */
- {
- int contextSize = Ngram.size()-1;
- System.out.println("getContextFeatureVector: Context Size:"+ contextSize);
- System.out.println(Ngram);
- ArrayList<Double> contextFeature = new ArrayList<Double>();
- contextFeature =wordFeatureMatrix.get(FrequentWordIndex.get(Ngram.get(0).toLowerCase()));
- System.out.println(Ngram.get(0));
- //System.out.println(contextFeature);
- for(int i =1 ; i < contextSize; i++){
- //ArrayList<Double> arrList = new ArrayList<Double>();
- System.out.println(Ngram.get(i));
- //arrList = wordFeatureMatrix.get(FrequentWordIndex.get(Ngram.get(i).toLowerCase()));
- System.out.println(wordFeatureMatrix.get(FrequentWordIndex.get(Ngram.get(i).toLowerCase())).size());
- //System.out.println("getContextFeatureVector:feature vector:"+arrList);
- //System.out.println("getContextFeatureVector:feature vector size:"+arrList.size());
- //contextFeature.addAll(wordFeatureMatrix.get(FrequentWordIndex.get(Ngram.get(i).toLowerCase())));
- //System.out.println("getContextFeatureVector:context vector size:"+contextFeature.size());
- }
- //System.out.println(contextFeature);
- System.out.println("Size of context Feature"+contextFeature.size());
- return contextFeature;
- }
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