/**
* sdf The test main
*
* @param args ignored
*/
public static void main(String[] args) {
// Instance[] instances = new Instance[100];
// for (int i = 0; i < instances.length; i++) {
// double[] data = new double[2];
// data[0] = Math.sin(i/2.0);
// data[1] = (Math.random() - .5)*2;
// instances[i] = new Instance(data);
// }
DataSet set = new DataSet(trainInstances);
System.out.println("Before randomizing");
System.out.println(set);
// Matrix projection = new RectangularMatrix(new double[][]{ {.6, .6}, {.4, .6}});
Matrix projection = new RectangularMatrix(new double[][] {{.1, .1}, {.1, .1}});
for (int i = 0; i < set.size(); i++) {
Instance instance = set.get(i);
instance.setData(projection.times(instance.getData()));
}
System.out.println("Before ICA");
System.out.println(set);
IndependentComponentAnalysis filter = new IndependentComponentAnalysis(set, 1);
filter.filter(set);
System.out.println("After ICA");
System.out.println(set);
}
/**
* Set a block in this matrix equal to the given matrix
*
* @param i the top row of the block
* @param j the left most column of the block
* @param matrix the values to set the block with
*/
public void set(int i, int j, Matrix matrix) {
for (int row = i; row < matrix.m() + i; row++) {
for (int column = j; column < matrix.n() + j; column++) {
set(row, column, matrix.get(row - i, column - j));
}
}
}
/**
* Multiply this matrix with another matrix
*
* @param matrix the other matrix
* @return the resulting matrix
*/
public Matrix times(Matrix matrix) {
double[][] result = new double[m()][matrix.n()];
for (int row = 0; row < result.length; row++) {
for (int column = 0; column < result[0].length; column++) {
for (int i = 0; i < n(); i++) {
result[row][column] += get(row, i) * matrix.get(i, column);
}
}
}
return new RectangularMatrix(result);
}
/**
* Subtract from this matrix in place
*
* @param matrix the matrix to subtract
*/
public void minusEquals(Matrix matrix) {
for (int i = 0; i < m(); i++) {
for (int j = 0; j < n(); j++) {
set(i, j, get(i, j) - matrix.get(i, j));
}
}
}
/**
* Subtract this matrix with another matrix
*
* @param matrix the other matrix
* @return the resulting matrix
*/
public Matrix minus(Matrix matrix) {
double[][] result = new double[m()][n()];
for (int i = 0; i < result.length; i++) {
for (int j = 0; j < result[i].length; j++) {
result[i][j] = get(i, j) - matrix.get(i, j);
}
}
return new RectangularMatrix(result);
}
/**
* Multiply the matrix by a scale
*
* @param scale the scale
* @return the scaled matrix
*/
public Matrix times(double scale) {
Matrix result = (Matrix) copy();
result.timesEquals(scale);
return result;
}
