public String fulltraining(Pair dataset) {
    StringBuilder sb = new StringBuilder();

    ArrayList<Data> dataTable = dataset.getDataSet();
    reset();
    init(dataset);
    count(dataset, +1);
    sb.append(printModel());
    sb.append(printProbabilisticModel());
    int correct = 0;

    for (int i = 0; i < dataTable.size(); i++) {
      String result = test(dataTable.get(i));
      if (result.equals(dataTable.get(i).getAttributes().get(nAttr - 1))) {
        correct++;
      }
    }
    sb.append(printConfusion());
    sb.append("\n--- Full Training Set ---\n");
    sb.append("Correct Answer\t: ").append(correct).append("\n");
    sb.append("Wrong Answer  \t: ").append(dataTable.size() - correct).append("\n");
    sb.append("Total         \t: ").append(dataTable.size()).append("\n");
    sb.append("Accuracy      \t: ").append(correct * 100.0 / dataTable.size()).append(" %\n");

    return sb.toString();
  }
  public String ten_fold(Pair dataset) {
    StringBuilder sb = new StringBuilder();

    ArrayList<Data> dataTable = dataset.getDataSet();
    reset();
    init(dataset);
    count(dataset, +1);
    sb.append(printModel());
    sb.append(printProbabilisticModel());
    int sizeMin = dataTable.size() / 10, mod = dataTable.size() % 10;
    int offset = 0;
    int correct = 0;

    for (int i = 0; i < 10; i++) {
      ArrayList datas = new ArrayList();
      int to = offset + sizeMin;
      if (mod > 0) {
        to++;
        mod--;
      }
      if (to > dataTable.size()) to = dataTable.size();
      for (int j = offset; j < to; j++) {
        datas.add(dataTable.get(j));
      }
      Pair datatest = new Pair(dataset.getAttrLib(), datas);
      count(datatest, -1);
      for (int j = offset; j < to; j++) {
        String result = test(dataTable.get(j));
        if (result.equals(dataTable.get(i).getAttributes().get(nAttr - 1))) correct++;
      }
      count(datatest, +1);
      offset = to;
    }
    sb.append(printConfusion());
    sb.append("\n--- Cross Validation 10-fold ---\n");
    sb.append("Correct Answer\t: ").append(correct).append("\n");
    sb.append("Wrong Answer  \t: ").append(dataTable.size() - correct).append("\n");
    sb.append("Total         \t: ").append(dataTable.size()).append("\n");
    sb.append("Accuracy      \t: ").append(correct * 100.0 / dataTable.size()).append(" %\n");

    return sb.toString();
  }
 public String printConfusion() {
   StringBuilder sb = new StringBuilder();
   sb.append("--- Confusion Matrix ---\n\n");
   for (int i = 0; i < confusion.size(); i++) {
     sb.append(String.format("%10s ", "attr" + (i + 1)));
   }
   sb.append("\n");
   for (int i = 0; i < confusion.size(); i++) {
     for (int j = 0; j < confusion.get(i).size(); j++) {
       sb.append(String.format("%10s ", confusion.get(i).get(j)));
     }
     sb.append(" | ")
         .append("attr" + (i + 1))
         .append(" = ")
         .append(domainAttr[nAttr - 1].get(i) + "\n");
   }
   return sb.toString();
 }
  public String printModel() {
    StringBuilder sb = new StringBuilder();

    sb.append("--- Classifier Model (Full Training Set) ---\n\n");
    sb.append(String.format(" %10s : ", nameAttr[nAttr - 1]));
    for (int i = 0; i < domainAttr[nAttr - 1].size(); i++)
      sb.append(String.format(" %10s", domainAttr[nAttr - 1].get(i)));
    sb.append("\n");
    int cnt = 11 * domainAttr[nAttr - 1].size() + 14;
    for (int i = 0; i < cnt; i++) sb.append("-");
    sb.append("\n");
    for (int i = 0; i < nAttr - 1; i++) {
      sb.append(nameAttr[i]).append(" :\n");
      for (int j = 0; j < domainAttr[i].size(); j++) {
        sb.append(" ").append(String.format("%10s", domainAttr[i].get(j))).append(" = ");
        for (int k = 0; k < domainAttr[nAttr - 1].size(); k++) {
          sb.append(String.format(" %10s", countTable[i].get(j).get(k)));
        }
        sb.append("\n");
      }
      sb.append(" TOTAL      = ");
      for (int k = 0; k < domainAttr[nAttr - 1].size(); k++) {
        sb.append(String.format(" %10s", sumTable[i].get(k)));
      }
      sb.append("\n\n");
    }

    return sb.toString();
  }