List of usage examples for org.apache.commons.math3.linear RealMatrix toString
public String toString()
From source file:edu.oregonstate.eecs.mcplan.ml.KulisLowRankKernelLearner.java
/** * @param args/*w w w .ja v a 2s . com*/ */ public static void main(final String[] args) { final RandomGenerator rng = new MersenneTwister(42); final int d = 2; final double u = 5.0; final double ell = 7.0; final double gamma = 1.0; final ArrayList<RealVector> X = new ArrayList<RealVector>(); final RealMatrix A0 = MatrixUtils.createRealIdentityMatrix(d); for (final int w : new int[] { 0, 5 }) { for (final int h : new int[] { 0, 5 }) { for (int x = -1; x <= 1; ++x) { for (int y = -1; y <= 1; ++y) { X.add(new ArrayRealVector(new double[] { x + w, y + h })); } } } } final ArrayList<int[]> S = new ArrayList<int[]>(); S.add(new int[] { 4, 31 }); // Must link diagonally final ArrayList<int[]> D = new ArrayList<int[]>(); D.add(new int[] { 4, 13 }); D.add(new int[] { 22, 31 }); D.add(new int[] { 13, 22 }); // Cannot link vertically final KulisLowRankKernelLearner itml = new KulisLowRankKernelLearner(X, S, D, u, ell, A0, gamma, rng); itml.run(); final RealMatrix A = itml.A(); System.out.println(A0.toString()); for (final int[] c : S) { final RealVector diff = X.get(c[0]).subtract(X.get(c[1])); System.out.println(diff.dotProduct(A0.operate(diff))); } for (final int[] c : D) { final RealVector diff = X.get(c[0]).subtract(X.get(c[1])); System.out.println(diff.dotProduct(A0.operate(diff))); } System.out.println(A.toString()); for (final int[] c : S) { final RealVector diff = X.get(c[0]).subtract(X.get(c[1])); System.out.println(diff.dotProduct(A.operate(diff))); } for (final int[] c : D) { final RealVector diff = X.get(c[0]).subtract(X.get(c[1])); System.out.println(diff.dotProduct(A.operate(diff))); } // int i = 0; // for( final int w : new int[] { 0, 5 } ) { // for( final int h : new int[] { 0, 5 } ) { // for( int x = -1; x <= 1; ++x ) { // for( int y = -1; y <= 1; ++y ) { // System.out.println( itml.A().operate( X.get( i++ ) ) ); // } // } // } // } }
From source file:edu.oregonstate.eecs.mcplan.ml.InformationTheoreticMetricLearner.java
/** * @param args//from ww w . j a va2s .c o m */ public static void main(final String[] args) { final RandomGenerator rng = new MersenneTwister(42); final int d = 2; final double u = 5.0; final double ell = 7.0; final double gamma = 1.0; final ArrayList<RealVector> X = new ArrayList<RealVector>(); final RealMatrix A0 = MatrixUtils.createRealIdentityMatrix(d); for (final int w : new int[] { 0, 5 }) { for (final int h : new int[] { 0, 50 }) { for (int x = -1; x <= 1; ++x) { for (int y = -1; y <= 1; ++y) { X.add(new ArrayRealVector(new double[] { x + w, y + h })); } } } } final ArrayList<int[]> S = new ArrayList<int[]>(); S.add(new int[] { 4, 12 }); // Must link diagonally S.add(new int[] { 21, 31 }); final ArrayList<double[]> Sd = new ArrayList<double[]>(); for (final int[] s : S) { final double[] a = X.get(s[0]).subtract(X.get(s[1])).toArray(); Sd.add(a); } final ArrayList<int[]> D = new ArrayList<int[]>(); D.add(new int[] { 5, 23 }); D.add(new int[] { 13, 32 }); // Cannot link vertically final ArrayList<double[]> Dd = new ArrayList<double[]>(); for (final int[] dd : D) { final double[] a = X.get(dd[0]).subtract(X.get(dd[1])).toArray(); Dd.add(a); } final InformationTheoreticMetricLearner itml = new InformationTheoreticMetricLearner(Sd, Dd, u, ell, A0, gamma, rng); itml.run(); final RealMatrix A = itml.A(); System.out.println(A0.toString()); for (final int[] c : S) { final RealVector diff = X.get(c[0]).subtract(X.get(c[1])); System.out.println(diff.dotProduct(A0.operate(diff))); } for (final int[] c : D) { final RealVector diff = X.get(c[0]).subtract(X.get(c[1])); System.out.println(diff.dotProduct(A0.operate(diff))); } System.out.println(A.toString()); for (final int[] c : S) { final RealVector diff = X.get(c[0]).subtract(X.get(c[1])); System.out.println(diff.dotProduct(A.operate(diff))); } for (final int[] c : D) { final RealVector diff = X.get(c[0]).subtract(X.get(c[1])); System.out.println(diff.dotProduct(A.operate(diff))); } // int i = 0; // for( final int w : new int[] { 0, 5 } ) { // for( final int h : new int[] { 0, 5 } ) { // for( int x = -1; x <= 1; ++x ) { // for( int y = -1; y <= 1; ++y ) { // System.out.println( itml.A().operate( X.get( i++ ) ) ); // } // } // } // } }