yola/pailuan/master/ov2019/ov_svc_java.txt

class SVC {

    private enum Kernel { LINEAR, POLY, RBF, SIGMOID }

    private int nClasses;
    private int nRows;
    private int[] classes;
    private double[][] vectors;
    private double[][] coefficients;
    private double[] intercepts;
    private int[] weights;
    private Kernel kernel;
    private double gamma;
    private double coef0;
    private double degree;

    public SVC (int nClasses, int nRows, double[][] vectors, double[][] coefficients, double[] intercepts, int[] weights, String kernel, double gamma, double coef0, double degree) {
        this.nClasses = nClasses;
        this.classes = new int[nClasses];
        for (int i = 0; i < nClasses; i++) {
            this.classes[i] = i;
        }
        this.nRows = nRows;

        this.vectors = vectors;
        this.coefficients = coefficients;
        this.intercepts = intercepts;
        this.weights = weights;

        this.kernel = Kernel.valueOf(kernel.toUpperCase());
        this.gamma = gamma;
        this.coef0 = coef0;
        this.degree = degree;
    }

    public int predict(double[] features) {
    
        double[] kernels = new double[vectors.length];
        double kernel;
        switch (this.kernel) {
            case LINEAR:
                // <x,x'>
                for (int i = 0; i < this.vectors.length; i++) {
                    kernel = 0.;
                    for (int j = 0; j < this.vectors[i].length; j++) {
                        kernel += this.vectors[i][j] * features[j];
                    }
                    kernels[i] = kernel;
                }
                break;
            case POLY:
                // (y<x,x'>+r)^d
                for (int i = 0; i < this.vectors.length; i++) {
                    kernel = 0.;
                    for (int j = 0; j < this.vectors[i].length; j++) {
                        kernel += this.vectors[i][j] * features[j];
                    }
                    kernels[i] = Math.pow((this.gamma * kernel) + this.coef0, this.degree);
                }
                break;
            case RBF:
                // exp(-y|x-x'|^2)
                for (int i = 0; i < this.vectors.length; i++) {
                    kernel = 0.;
                    for (int j = 0; j < this.vectors[i].length; j++) {
                        kernel += Math.pow(this.vectors[i][j] - features[j], 2);
                    }
                    kernels[i] = Math.exp(-this.gamma * kernel);
                }
                break;
            case SIGMOID:
                // tanh(y<x,x'>+r)
                for (int i = 0; i < this.vectors.length; i++) {
                    kernel = 0.;
                    for (int j = 0; j < this.vectors[i].length; j++) {
                        kernel += this.vectors[i][j] * features[j];
                    }
                    kernels[i] = Math.tanh((this.gamma * kernel) + this.coef0);
                }
                break;
        }
    
        int[] starts = new int[this.nRows];
        for (int i = 0; i < this.nRows; i++) {
            if (i != 0) {
                int start = 0;
                for (int j = 0; j < i; j++) {
                    start += this.weights[j];
                }
                starts[i] = start;
            } else {
                starts[0] = 0;
            }
        }
    
        int[] ends = new int[this.nRows];
        for (int i = 0; i < this.nRows; i++) {
            ends[i] = this.weights[i] + starts[i];
        }
    
        if (this.nClasses == 2) {
    
            for (int i = 0; i < kernels.length; i++) {
                kernels[i] = -kernels[i];
            }
    
            double decision = 0.;
            for (int k = starts[1]; k < ends[1]; k++) {
                decision += kernels[k] * this.coefficients[0][k];
            }
            for (int k = starts[0]; k < ends[0]; k++) {
                decision += kernels[k] * this.coefficients[0][k];
            }
            decision += this.intercepts[0];
    
            if (decision > 0) {
                return 0;
            }
            return 1;
    
        }
    
        double[] decisions = new double[this.intercepts.length];
        for (int i = 0, d = 0, l = this.nRows; i < l; i++) {
            for (int j = i + 1; j < l; j++) {
                double tmp = 0.;
                for (int k = starts[j]; k < ends[j]; k++) {
                    tmp += this.coefficients[i][k] * kernels[k];
                }
                for (int k = starts[i]; k < ends[i]; k++) {
                    tmp += this.coefficients[j - 1][k] * kernels[k];
                }
                decisions[d] = tmp + this.intercepts[d];
                d++;
            }
        }
    
        int[] votes = new int[this.intercepts.length];
        for (int i = 0, d = 0, l = this.nRows; i < l; i++) {
            for (int j = i + 1; j < l; j++) {
                votes[d] = decisions[d] > 0 ? i : j;
                d++;
            }
        }
    
        int[] amounts = new int[this.nClasses];
        for (int i = 0, l = votes.length; i < l; i++) {
            amounts[votes[i]] += 1;
        }
    
        int classVal = -1, classIdx = -1;
        for (int i = 0, l = amounts.length; i < l; i++) {
            if (amounts[i] > classVal) {
                classVal = amounts[i];
                classIdx= i;
            }
        }
        return this.classes[classIdx];
    
    }

    public static void main(String[] args) {
        if (args.length == 50) {

            // Features:
            double[] features = new double[args.length];
            for (int i = 0, l = args.length; i < l; i++) {
                features[i] = Double.parseDouble(args[i]);
            }

            // Parameters:
            double[][] vectors = {{26.0, 51.0, 40.0, -65.0, -36.0, 28.0, 42.0, -11.0, 2.0, -16.0, -23.0, -20.0, 52.0, -18.0, -14.0, -21.0, -4.0, -1.0, 8.0, 22.0, 12.0, -53.0, -16.0, 10.0, 16.0, -13.0, 3.0, 5.0, 15.0, 12.0, -7.0, -71.0, 11.0, 12.0, -19.0, -1.0, 58.0, 95.0, 78.0, -7.0, -71.0, 11.0, 82.0, -2.0, 4.0, 43.0, -21.0, 18.0, 12.0, 82.0}, {26.0, 53.0, 41.0, -84.0, -36.0, 29.0, 44.0, -12.0, 3.0, -14.0, -21.0, -17.0, 61.0, -17.0, -12.0, -19.0, -5.0, -1.0, 27.0, 57.0, 15.0, -77.0, -41.0, 27.0, 46.0, -7.0, 3.0, 2.0, 13.0, 11.0, 2.0, -67.0, 11.0, 9.0, -19.0, 1.0, 50.0, 91.0, 72.0, 2.0, -67.0, 11.0, 77.0, -4.0, 4.0, 44.0, -19.0, 46.0, 9.0, 76.0}, {25.0, 51.0, 40.0, -63.0, -37.0, 27.0, 42.0, -12.0, 3.0, -16.0, -24.0, -20.0, 57.0, -18.0, -14.0, -21.0, -4.0, -1.0, 22.0, 27.0, 11.0, -64.0, -15.0, 24.0, 19.0, -19.0, 2.0, 2.0, 11.0, 8.0, 2.0, -70.0, 8.0, 8.0, -18.0, 0.0, 59.0, 91.0, 77.0, 2.0, -70.0, 8.0, 80.0, -3.0, 4.0, 42.0, -21.0, 19.0, 8.0, 80.0}, {27.0, 51.0, 41.0, -88.0, -27.0, 32.0, 42.0, -11.0, 2.0, -15.0, -23.0, -18.0, -6.0, -18.0, -13.0, -21.0, -5.0, -1.0, 8.0, 101.0, 14.0, -96.0, -64.0, 8.0, 14.0, -12.0, 2.0, 5.0, 11.0, 10.0, -96.0, -63.0, 10.0, 9.0, -20.0, -1.0, 49.0, 88.0, 70.0, -96.0, -63.0, 10.0, 76.0, -3.0, 4.0, 42.0, -20.0, 14.0, 9.0, 75.0}, {37.0, 52.0, 40.0, -144.0, -15.0, 37.0, 44.0, -8.0, 3.0, -14.0, -16.0, -10.0, -106.0, -5.0, -14.0, -14.0, -2.0, -1.0, 41.0, 62.0, 46.0, 31.0, -20.0, 41.0, 53.0, -9.0, 4.0, 8.0, 19.0, 16.0, -211.0, -23.0, 8.0, 15.0, -11.0, 3.0, 60.0, 72.0, 55.0, -211.0, -23.0, 8.0, 65.0, -4.0, 4.0, 46.0, -14.0, 54.0, 16.0, 66.0}, {35.0, 51.0, 42.0, -155.0, -17.0, 35.0, 43.0, -7.0, 2.0, -11.0, -14.0, -11.0, -106.0, -5.0, -11.0, -12.0, -2.0, -1.0, 46.0, 49.0, 51.0, -222.0, -17.0, 46.0, 56.0, -8.0, 3.0, 5.0, 14.0, 13.0, -218.0, -25.0, 5.0, 11.0, -11.0, 2.0, 50.0, 71.0, 57.0, -218.0, -25.0, 5.0, 62.0, -4.0, 2.0, 45.0, -12.0, 44.0, 11.0, 63.0}, {21.0, 43.0, 34.0, -94.0, -4.0, 31.0, 35.0, -10.0, 2.0, -15.0, -21.0, -17.0, -27.0, -9.0, -14.0, -18.0, -3.0, 0.0, 4.0, 85.0, 69.0, -114.0, 9.0, 61.0, 70.0, -10.0, 3.0, 5.0, 13.0, 11.0, -114.0, -22.0, 11.0, 10.0, -15.0, 1.0, 49.0, 84.0, 67.0, -114.0, -22.0, 11.0, 69.0, -4.0, 2.0, 36.0, -19.0, 72.0, 10.0, 72.0}, {25.0, 50.0, 39.0, -55.0, -34.0, 27.0, 41.0, -11.0, 2.0, -15.0, -23.0, -18.0, 40.0, -18.0, -13.0, -20.0, -4.0, -1.0, 10.0, 99.0, 18.0, -52.0, -16.0, 13.0, 16.0, -13.0, 3.0, 5.0, 12.0, 10.0, 1.0, -69.0, 10.0, 9.0, -18.0, 0.0, 56.0, 90.0, 76.0, 1.0, -69.0, 10.0, 79.0, -2.0, 3.0, 42.0, -20.0, 20.0, 10.0, 79.0}, {26.0, 50.0, 39.0, -61.0, -35.0, 28.0, 41.0, -12.0, 3.0, -16.0, -24.0, -20.0, 52.0, -18.0, -14.0, -21.0, -4.0, -1.0, 2.0, 89.0, 72.0, -64.0, -65.0, 1.0, 35.0, -13.0, 2.0, 3.0, 11.0, 8.0, 3.0, -69.0, 8.0, 9.0, -18.0, 1.0, 58.0, 92.0, 75.0, 3.0, -69.0, 8.0, 80.0, -3.0, 3.0, 42.0, -21.0, 75.0, 8.0, 80.0}, {25.0, 49.0, 39.0, -67.0, -32.0, 28.0, 40.0, -11.0, 3.0, -14.0, -22.0, -17.0, 42.0, -17.0, -13.0, -19.0, -4.0, -1.0, 9.0, 84.0, 67.0, -62.0, -34.0, 12.0, 37.0, -12.0, 3.0, 5.0, 13.0, 12.0, 8.0, -64.0, 12.0, 10.0, -17.0, 1.0, 58.0, 93.0, 75.0, 8.0, -64.0, 12.0, 81.0, -3.0, 4.0, 41.0, -19.0, 37.0, 10.0, 80.0}, {24.0, 52.0, 39.0, -114.0, -50.0, 24.0, 44.0, -14.0, 1.0, -17.0, -24.0, -20.0, -121.0, -27.0, -17.0, -23.0, -4.0, -1.0, 5.0, 37.0, 28.0, -228.0, -101.0, 5.0, 20.0, -18.0, 1.0, 4.0, 14.0, 12.0, -226.0, -109.0, 4.0, 12.0, -21.0, 0.0, 56.0, 94.0, 76.0, -226.0, -109.0, 4.0, 86.0, -4.0, 2.0, 42.0, -22.0, 19.0, 11.0, 81.0}, {37.0, 52.0, 41.0, -170.0, -17.0, 37.0, 45.0, -8.0, 3.0, -13.0, -15.0, -10.0, -87.0, -5.0, -13.0, -13.0, -2.0, -1.0, 49.0, 68.0, 53.0, -215.0, -24.0, 49.0, 59.0, -10.0, 5.0, 11.0, 20.0, 18.0, -197.0, -21.0, 11.0, 18.0, -10.0, 2.0, 53.0, 67.0, 51.0, -197.0, -21.0, 11.0, 59.0, -2.0, 3.0, 46.0, -14.0, 60.0, 18.0, 59.0}, {27.0, 54.0, 43.0, -66.0, -38.0, 29.0, 45.0, -12.0, 3.0, -16.0, -23.0, -18.0, 60.0, -17.0, -14.0, -20.0, -4.0, -1.0, 51.0, 44.0, 31.0, -51.0, -66.0, 51.0, 85.0, -12.0, 3.0, 5.0, 16.0, 13.0, 6.0, -71.0, 12.0, 12.0, -20.0, 1.0, 57.0, 91.0, 75.0, 6.0, -71.0, 12.0, 79.0, -5.0, 4.0, 45.0, -21.0, 35.0, 13.0, 79.0}, {28.0, 56.0, 44.0, -233.0, -48.0, 28.0, 47.0, -13.0, 3.0, -16.0, -24.0, -21.0, 37.0, -20.0, -16.0, -22.0, -5.0, 0.0, 22.0, 51.0, 34.0, -242.0, -43.0, 22.0, 35.0, -9.0, 2.0, 5.0, 17.0, 12.0, 6.0, -88.0, 5.0, 13.0, -22.0, 2.0, 67.0, 107.0, 88.0, 6.0, -88.0, 5.0, 93.0, -6.0, 3.0, 46.0, -22.0, 35.0, 13.0, 93.0}, {25.0, 51.0, 39.0, -84.0, -35.0, 27.0, 42.0, -11.0, 3.0, -14.0, -23.0, -18.0, 62.0, -17.0, -13.0, -19.0, -4.0, -1.0, 23.0, 83.0, 11.0, -63.0, -15.0, 25.0, 50.0, -6.0, 4.0, 6.0, 17.0, 14.0, -1.0, -69.0, 12.0, 13.0, -19.0, 0.0, 54.0, 91.0, 73.0, -1.0, -69.0, 12.0, 78.0, -3.0, 4.0, 42.0, -19.0, 50.0, 14.0, 78.0}, {21.0, 49.0, 37.0, -122.0, -42.0, 21.0, 40.0, -14.0, 2.0, -16.0, -26.0, -20.0, -121.0, -28.0, -16.0, -23.0, -6.0, -1.0, 3.0, 18.0, 16.0, 18.0, -16.0, 3.0, 15.0, -6.0, 2.0, 2.0, 18.0, 15.0, -235.0, -117.0, 2.0, 14.0, -26.0, 0.0, 60.0, 107.0, 82.0, -235.0, -117.0, 2.0, 92.0, -4.0, 3.0, 40.0, -23.0, 14.0, 14.0, 91.0}, {27.0, 52.0, 40.0, -77.0, -34.0, 30.0, 44.0, -11.0, 3.0, -14.0, -21.0, -16.0, 46.0, -16.0, -12.0, -18.0, -4.0, -1.0, 6.0, 54.0, 77.0, -85.0, -28.0, 30.0, 43.0, -14.0, 4.0, 4.0, 13.0, 9.0, 3.0, -63.0, 9.0, 10.0, -19.0, 1.0, 49.0, 88.0, 68.0, 3.0, -63.0, 9.0, 74.0, -4.0, 5.0, 43.0, -19.0, 44.0, 10.0, 74.0}, {35.0, 51.0, 42.0, -164.0, -20.0, 35.0, 44.0, -7.0, 3.0, -10.0, -13.0, -8.0, -93.0, -5.0, -10.0, -11.0, -2.0, 0.0, 43.0, 65.0, 50.0, -219.0, -20.0, 43.0, 57.0, -10.0, 3.0, 21.0, 27.0, 26.0, -197.0, -27.0, 21.0, 24.0, -11.0, 3.0, 48.0, 66.0, 48.0, -197.0, -27.0, 21.0, 58.0, -3.0, 2.0, 45.0, -12.0, 57.0, 25.0, 58.0}, {30.0, 59.0, 45.0, -82.0, -41.0, 33.0, 48.0, -13.0, 3.0, -15.0, -23.0, -19.0, 63.0, -17.0, -13.0, -21.0, -4.0, -1.0, 23.0, 104.0, 18.0, -61.0, -23.0, 25.0, 83.0, -16.0, 4.0, 6.0, 18.0, 14.0, 3.0, -72.0, 13.0, 14.0, -21.0, 2.0, 54.0, 94.0, 74.0, 3.0, -72.0, 13.0, 80.0, -5.0, 4.0, 49.0, -20.0, 20.0, 14.0, 80.0}, {26.0, 53.0, 41.0, -84.0, 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-1.0, -0.018745822508104477, -0.849338423899906, -1.0, -1.0, -1.0, -1.0, -0.3450931500550506, -0.0, -1.0, -1.0, -1.0, -0.20989682382539854, -1.0, -1.0, -0.045758177853959754, -1.0, -1.0, -0.12694527803209918, -1.0, -1.0, -0.0, -1.0, -1.0, -1.0, -1.0, -0.0, -0.2925989730257379, -1.0, -1.0, -1.0, -1.0, -1.0, -0.5144046559643878, -1.0, -1.0, -1.0, -1.0, -1.0, -0.0, -1.0, -1.0, -1.0, -0.0, -1.0, -1.0, -1.0, -0.0, -1.0, -0.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0}};
            double[] intercepts = {-14.988606673939396, -12.192680500547992, -1.1256153907935817, -0.53422327736851, -14.37009739776479, -1.0396754250495763, -0.5167834093192594, -0.7685042435467992, 0.6351714690752275, 8.695229816762259};
            int[] weights = {206, 231, 48, 257, 249};

            // Prediction:
            SVC clf = new SVC(5, 5, vectors, coefficients, intercepts, weights, "linear", 0.02, 0.0, 3);
            int estimation = clf.predict(features);
            System.out.println(estimation);

        }
    }
}