doublevector.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

  /** Returns ||u-v||^2
   *  @param v the second vector
   */
  public double sum2( DoubleVector v ) 
  {
    return minus( v ).sum2();
  }
  
  /** Returns a subvector.
   *  @param i0   the index of the first element
   *  @param i1   the index of the last element
   *  @return     v[i0:i1]
   */
  public DoubleVector  subvector( int i0, int i1 ) 
  {
    DoubleVector v = new DoubleVector( i1-i0+1 );
    v.set(0, i1 - i0, this, i0);
    return v;
  }
  
  /** Returns a subvector.
   *  @param index stores the indices of the needed elements
   *  @return     v[index]
   */
  public DoubleVector  subvector( IntVector index ) {
    DoubleVector v = new DoubleVector( index.size() );
    for( int i = 0; i < index.size(); i++ )
      v.V[i] = V[index.V[i]];
    return v;
  }

  /** Returns a vector from the pivoting indices. Elements not indexed are
   *  set to zero.
   *  @param index stores the pivoting indices
   *  @param length the total number of the potential elements
   *  @return the subvector */
  public DoubleVector  unpivoting( IntVector index, int length ) {
    if( index.size() > length ) 
      throw new IllegalArgumentException("index.size() > length ");
    DoubleVector u = new DoubleVector( length );
    for( int i = 0; i < index.size(); i++ ) {
      u.V[index.V[i]] =  V[i];
    }
    return u;
  }
  
  /** Adds a value to all the elements 
   *  @param x the value
   */
  public DoubleVector  plus ( double x ) {
    return copy().plusEquals( x );	
  }
  
  /** Adds a value to all the elements in place
   *  @param x the value
   */
  public DoubleVector plusEquals ( double x ) {
    for( int i = 0; i < size(); i++ )
      V[i] += x;
    return this;
  }
  
  /** 
   *  Adds another vector element by element 
   *  @param v the second vector
   */
  public DoubleVector  plus( DoubleVector v ) {
    return copy().plusEquals( v );
  }
  
  /** 
   *  Adds another vector in place element by element 
   *  @param v the second vector
   */
  public DoubleVector  plusEquals( DoubleVector v ) {
    for(int i = 0; i < size(); i++ )
      V[i] += v.V[i];
    return this;
  }
  
  /** 
   *  Subtracts a value
   *  @param x the value
   */
  public DoubleVector  minus( double x ) {
    return plus( -x );
  }
  
  /** 
   *  Subtracts a value in place
   *  @param x the value
   */
  public DoubleVector  minusEquals( double x ) {
    plusEquals( -x );
    return this;
  }
  
  /** 
   *  Subtracts another DoubleVector element by element 
   *  @param v the second DoubleVector
   */
  public DoubleVector  minus( DoubleVector v ) {
    return copy().minusEquals( v );
  }
  
  /** 
   *  Subtracts another DoubleVector element by element in place
   *  @param v the second DoubleVector
   */
  public DoubleVector  minusEquals( DoubleVector v ) {
    for(int i = 0; i < size(); i++ )
      V[i] -=  v.V[i];
    return this;
  }
    
  /** Multiplies a scalar
      @param s    scalar
      @return     s * v
  */
  public DoubleVector  times( double s ) {
    return copy().timesEquals( s );
  }
    
  /** Multiply a vector by a scalar in place, u = s * u
      @param s    scalar
      @return     replace u by s * u
  */
  public DoubleVector  timesEquals( double s ) {
    for (int i = 0; i < size(); i++) {
      V[i] *= s;
    }
    return this;
  }
    
  /** 
   *  Multiplies another DoubleVector element by element
   *  @param v the second DoubleVector
   */
  public DoubleVector  times( DoubleVector v ) {
    return copy().timesEquals( v ); 
    
  }
    
  /** 
   *  Multiplies another DoubleVector element by element in place 
   *  @param v the second DoubleVector
   */
  public DoubleVector  timesEquals( DoubleVector v ) {
    for(int i = 0; i < size(); i++ )
      V[i] *= v.V[i];
    return this;
  }
  
  /** 
   *  Divided by another DoubleVector element by element
   *  @param v the second DoubleVector
   */
  public DoubleVector  dividedBy ( DoubleVector v ) {
    return copy().dividedByEquals( v );
  }
  
  /** 
   *  Divided by another DoubleVector element by element in place 
   *  @param v the second DoubleVector
   */
  public DoubleVector  dividedByEquals ( DoubleVector v ) {
    for( int i = 0; i < size(); i++ ) {
      V[i] /= v.V[i];
    }
    return this;
  }
  
  /** 
   *  Checks if it is an empty vector
   */
  public boolean  isEmpty() {
    if( size() == 0 ) return true;
    return false;
  }
  
  /** 
   * Returns a vector that stores the cumulated values of the original
   * vector */
  public DoubleVector cumulate() 
  {
    return copy().cumulateInPlace();
  }
	
  /** 
   * Cumulates the original vector in place 
   */
  public DoubleVector cumulateInPlace() 
  {
    for (int i = 1; i < size(); i++) {
      V[i] += V[i-1];
    }
    return this;
  }
	
  /** 
   * Returns the index of the maximum. <p>
   * If multiple maximums exist, the index of the first is returned.
   */
  public int  indexOfMax()
  {
    int index = 0;
    double ma = V[0];

    for( int i = 1; i < size(); i++ ){
      if( ma < V[i] ) {
	ma = V[i];
	index = i;
      }
    }
    return index;
  }
  

  /** 
   * Returns true if vector not sorted
   */
  public boolean unsorted () {
    if( size() < 2 ) return false;
    for( int i = 1; i < size(); i++ ) {
      if( V[i-1] > V[i] )
	return true;
    }
    return false;
  }
  
  /**
   *  Combine two vectors together
   *  @param v the second vector
   */
  public DoubleVector  cat( DoubleVector v ) {
    DoubleVector w = new DoubleVector( size() + v.size() );
    w.set(0, size() - 1, this, 0);
    w.set(size(), size() + v.size()-1, v, 0);
    return w;
  }
    
  /**
   *  Swaps the values stored at i and j
   *  @param i the index i
   *  @param j the index j
   */
  public void  swap( int i, int j ){
    if( i == j ) return;
    double t = V[i];
    V[i] = V[j];
    V[j] = t;
  }

  /**
   *  Returns the maximum value of all elements
   */
  public double max () {
    if( size() < 1 ) throw new IllegalArgumentException("zero size");
    double ma = V[0];
    if( size() < 2 ) return ma;
    for( int i = 1; i < size(); i++ ) {
      if( V[i] > ma ) ma = V[i];
    }
    return ma;
  }
  

  /**
   *  Applies a method to the vector
   *  @param className the class name
   *  @param method the method
   */
  public DoubleVector map( String className, String method ) {
    try {
      Class c = Class.forName( className );
      Class [] cs = new Class[1]; 
      cs[ 0 ] = Double.TYPE;
      Method m = c.getMethod( method, cs );
      
      DoubleVector w = new DoubleVector( size() );
      Object [] obj = new Object[1];
      for( int i = 0; i < size(); i++ ) {
	obj[0] = new Double( V[i] );
	w.set( i, Double.parseDouble(m.invoke( null, obj ).toString()) ); 
      }
      return w;
    }
    catch ( Exception e ) {
      e.printStackTrace();
      System.exit(1);
    }
    return null;
  }

  /**
   * Returns the reverse vector
   */ 
  public DoubleVector  rev() {
    int n = size();
    DoubleVector w = new DoubleVector( n );
    for(int i = 0; i < n; i++ )
      w.V[i] = V[n-i-1];
    return w;
  }
  
  /**
   * Returns a random vector of uniform distribution
   * @param n the size of the vector
   */ 
  public static DoubleVector  random( int n ) {
    DoubleVector v = new DoubleVector( n );
    for (int i = 0; i < n; i++) {
      v.V[i] = Math.random();
    }
    return v;
  }

  /** Convert the DoubleVecor to a string
   */ 
  public String  toString() {
    return toString( 5, false );
  }
    
  /** Convert the DoubleVecor to a string
   *  @param digits the number of digits after decimal point
   *  @param trailing true if trailing zeros are to be shown
   */ 
  public String  toString( int digits, boolean trailing ) {
    if( isEmpty() ) return "null vector";

    StringBuffer text = new StringBuffer();
    FlexibleDecimalFormat nf = new FlexibleDecimalFormat( digits, 
							  trailing );
    nf.grouping( true );
    for( int i = 0; i < size(); i ++ ) nf.update( V[i] );
    int count = 0;
    int width = 80;
    String number;
    for( int i = 0; i < size(); i++ ) {
      number = nf.format(V[i]);
      count += 1 + number.length();
      if( count > width-1 ) { 
	text.append('\n'); 
	count = 1 + number.length();
      }
      text.append( " " + number );
    }
	
    return text.toString();
  }

  public static void  main( String args[] ) {

    
    DoubleVector u = random(10);
    DoubleVector v = random(10);
    DoubleVector a = random(10);
    DoubleVector w = a; 

    System.out.println( random(10).plus(v).plus(w) );

  }
}