binarysparseinstance.java

wekaUT是 university texas austin 开发的基于weka的半指导学习(semi supervised learning)的分类器

        text.append(m_Indices[i] + " 1");
      } else {
        if (m_Dataset.attribute(m_Indices[i]).isNominal() || 
            m_Dataset.attribute(m_Indices[i]).isString()) {
          text.append(m_Indices[i] + " " +
                      Utils.quote(m_Dataset.attribute(m_Indices[i]).
                                  value(1)));
        } else {
          text.append(m_Indices[i] + " 1");
        }
      }
    }
    text.append('}');
    return text.toString();
  }

  /**
   * Returns an instance's attribute value in internal format.
   *
   * @param attIndex the attribute's index
   * @return the specified value as a double (If the corresponding
   * attribute is nominal (or a string) then it returns the value's index as a 
   * double).
   */
  public double value(int attIndex) {

    int index = locateIndex(attIndex);
    if ((index >= 0) && (m_Indices[index] == attIndex)) {
      return 1.0;
    } else {
      return 0.0;
    }
  }  

  /**
   * Returns an instance's attribute value in internal format.
   * Does exactly the same thing as value() if applied to an Instance.
   *
   * @param indexOfIndex the index of the attribute's index
   * @return the specified value as a double (If the corresponding
   * attribute is nominal (or a string) then it returns the value's index as a 
   * double).
   */
  public final double valueSparse(int indexOfIndex) {

    int index = m_Indices[indexOfIndex]; // Throws if out of bounds
    return 1;
  }  

  /**
   * Deletes an attribute at the given position (0 to 
   * numAttributes() - 1).
   *
   * @param pos the attribute's position
   */
  void forceDeleteAttributeAt(int position) {

    int index = locateIndex(position);

    m_NumAttributes--;
    if ((index >= 0) && (m_Indices[index] == position)) {
      int[] tempIndices = new int[m_Indices.length - 1];
      System.arraycopy(m_Indices, 0, tempIndices, 0, index);
      for (int i = index; i < m_Indices.length - 1; i++) {
	tempIndices[i] = m_Indices[i + 1] - 1;
      }
      m_Indices = tempIndices;
    } else {
      int[] tempIndices = new int[m_Indices.length];
      System.arraycopy(m_Indices, 0, tempIndices, 0, index + 1);
      for (int i = index + 1; i < m_Indices.length - 1; i++) {
	tempIndices[i] = m_Indices[i] - 1;
      }
      m_Indices = tempIndices;
    }
  }

  /**
   * Inserts an attribute at the given position
   * (0 to numAttributes()) and sets its value to 1. 
   *
   * @param pos the attribute's position
   */
  void forceInsertAttributeAt(int position)  {

    int index = locateIndex(position);

    m_NumAttributes++;
    if ((index >= 0) && (m_Indices[index] == position)) {
      int[] tempIndices = new int[m_Indices.length + 1];
      System.arraycopy(m_Indices, 0, tempIndices, 0, index);
      tempIndices[index] = position;
      for (int i = index; i < m_Indices.length; i++) {
	tempIndices[i + 1] = m_Indices[i] + 1;
      }
      m_Indices = tempIndices;
    } else {
      int[] tempIndices = new int[m_Indices.length + 1];
      System.arraycopy(m_Indices, 0, tempIndices, 0, index + 1);
      tempIndices[index + 1] = position;
      for (int i = index + 1; i < m_Indices.length; i++) {
	tempIndices[i + 1] = m_Indices[i] + 1;
      }
      m_Indices = tempIndices;
    }
  }

  /**
   * Main method for testing this class.
   */
  public static void main(String[] options) {

    try {

      // Create numeric attributes "length" and "weight"
      Attribute length = new Attribute("length");
      Attribute weight = new Attribute("weight");
      
      // Create vector to hold nominal values "first", "second", "third" 
      FastVector my_nominal_values = new FastVector(3); 
      my_nominal_values.addElement("first"); 
      my_nominal_values.addElement("second"); 
      
      // Create nominal attribute "position" 
      Attribute position = new Attribute("position", my_nominal_values);
      
      // Create vector of the above attributes 
      FastVector attributes = new FastVector(3);
      attributes.addElement(length);
      attributes.addElement(weight);
      attributes.addElement(position);
      
      // Create the empty dataset "race" with above attributes
      Instances race = new Instances("race", attributes, 0);
      
      // Make position the class attribute
      race.setClassIndex(position.index());
      
      // Create empty instance with three attribute values
      BinarySparseInstance inst = new BinarySparseInstance(3);
      
      // Set instance's values for the attributes "length", "weight", and "position"
      inst.setValue(length, 5.3);
      inst.setValue(weight, 300);
      inst.setValue(position, "first");
      
      // Set instance's dataset to be the dataset "race"
      inst.setDataset(race);
      
      // Print the instance
      System.out.println("The instance: " + inst);
      
      // Print the first attribute
      System.out.println("First attribute: " + inst.attribute(0));
      
      // Print the class attribute
      System.out.println("Class attribute: " + inst.classAttribute());
      
      // Print the class index
      System.out.println("Class index: " + inst.classIndex());
      
      // Say if class is missing
      System.out.println("Class is missing: " + inst.classIsMissing());
      
      // Print the instance's class value in internal format
      System.out.println("Class value (internal format): " + inst.classValue());
      
      // Print a shallow copy of this instance
      SparseInstance copy = (SparseInstance) inst.copy();
      System.out.println("Shallow copy: " + copy);
      
      // Set dataset for shallow copy
      copy.setDataset(inst.dataset());
      System.out.println("Shallow copy with dataset set: " + copy);

      // Print out all values in internal format
      System.out.print("All stored values in internal format: ");
      for (int i = 0; i < inst.numValues(); i++) {
	if (i > 0) {
	  System.out.print(",");
	}
	System.out.print(inst.valueSparse(i));
      }
      System.out.println();

      // Set all values to zero
      System.out.print("All values set to zero: ");
      while (inst.numValues() > 0) {
	inst.setValueSparse(0, 0);
      }
      for (int i = 0; i < inst.numValues(); i++) {
	if (i > 0) {
	  System.out.print(",");
	}
	System.out.print(inst.valueSparse(i));
      }
      System.out.println();

      // Set all values to one
      System.out.print("All values set to one: ");
      for (int i = 0; i < inst.numAttributes(); i++) {
	inst.setValue(i, 1);
      }
      for (int i = 0; i < inst.numValues(); i++) {
	if (i > 0) {
	  System.out.print(",");
	}
	System.out.print(inst.valueSparse(i));
      }
      System.out.println();

      // Unset dataset for copy, delete first attribute, and insert it again
      copy.setDataset(null);
      copy.deleteAttributeAt(0);
      copy.insertAttributeAt(0);
      copy.setDataset(inst.dataset());
      System.out.println("Copy with first attribute deleted and inserted: " + copy); 

      // Same for second attribute
      copy.setDataset(null);
      copy.deleteAttributeAt(1);
      copy.insertAttributeAt(1);
      copy.setDataset(inst.dataset());
      System.out.println("Copy with second attribute deleted and inserted: " + copy); 

      // Same for last attribute
      copy.setDataset(null);
      copy.deleteAttributeAt(2);
      copy.insertAttributeAt(2);
      copy.setDataset(inst.dataset());
      System.out.println("Copy with third attribute deleted and inserted: " + copy); 
      
      // Enumerate attributes (leaving out the class attribute)
      System.out.println("Enumerating attributes (leaving out class):");
      Enumeration enum = inst.enumerateAttributes();
      while (enum.hasMoreElements()) {
	Attribute att = (Attribute) enum.nextElement();
	System.out.println(att);
      }
      
      // Headers are equivalent?
      System.out.println("Header of original and copy equivalent: " +
			 inst.equalHeaders(copy));

      // Test for missing values
      System.out.println("Length of copy missing: " + copy.isMissing(length));
      System.out.println("Weight of copy missing: " + copy.isMissing(weight.index()));
      System.out.println("Length of copy missing: " + 
			 Instance.isMissingValue(copy.value(length)));
      System.out.println("Missing value coded as: " + Instance.missingValue());

      // Prints number of attributes and classes
      System.out.println("Number of attributes: " + copy.numAttributes());
      System.out.println("Number of classes: " + copy.numClasses());

      // Replace missing values
      double[] meansAndModes = {2, 3, 0};
      copy.replaceMissingValues(meansAndModes);
      System.out.println("Copy with missing value replaced: " + copy);

      // Setting and getting values and weights
      copy.setClassMissing();
      System.out.println("Copy with missing class: " + copy);
      copy.setClassValue(0);
      System.out.println("Copy with class value set to first value: " + copy);
      copy.setClassValue("second");
      System.out.println("Copy with class value set to \"second\": " + copy);
      copy.setMissing(1);
      System.out.println("Copy with second attribute set to be missing: " + copy);
      copy.setMissing(length);
      System.out.println("Copy with length set to be missing: " + copy);
      copy.setValue(0, 0);
      System.out.println("Copy with first attribute set to 0: " + copy);
      copy.setValue(weight, 1);
      System.out.println("Copy with weight attribute set to 1: " + copy);
      copy.setValue(position, "second");
      System.out.println("Copy with position set to \"second\": " + copy);
      copy.setValue(2, "first");
      System.out.println("Copy with last attribute set to \"first\": " + copy);
      System.out.println("Current weight of instance copy: " + copy.weight());
      copy.setWeight(2);
      System.out.println("Current weight of instance copy (set to 2): " + copy.weight());
      System.out.println("Last value of copy: " + copy.toString(2));
      System.out.println("Value of position for copy: " + copy.toString(position));
      System.out.println("Last value of copy (internal format): " + copy.value(2));
      System.out.println("Value of position for copy (internal format): " + 
			 copy.value(position));
    } catch (Exception e) {
      e.printStackTrace();
    }
  }
}