coco
164 lines
61 KiB
JavaScript
164 lines
61 KiB
JavaScript
var SVC = function(nClasses, nRows, vectors, coefficients, intercepts, weights, kernel, gamma, coef0, degree) {
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this.nClasses = nClasses;
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this.classes = new Array(nClasses);
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for (var i = 0; i < nClasses; i++) {
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this.classes[i] = i;
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}
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this.nRows = nRows;
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this.vectors = vectors;
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this.coefficients = coefficients;
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this.intercepts = intercepts;
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this.weights = weights;
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this.kernel = kernel.toUpperCase();
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this.gamma = gamma;
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this.coef0 = coef0;
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this.degree = degree;
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this.predict = function(features) {
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var kernels = new Array(vectors.length);
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var kernel;
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switch (this.kernel) {
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case 'LINEAR':
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// <x,x'>
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for (var i = 0; i < this.vectors.length; i++) {
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kernel = 0.;
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for (var j = 0; j < this.vectors[i].length; j++) {
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kernel += this.vectors[i][j] * features[j];
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}
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kernels[i] = kernel;
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}
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break;
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case 'POLY':
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// (y<x,x'>+r)^d
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for (var i = 0; i < this.vectors.length; i++) {
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kernel = 0.;
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for (var j = 0; j < this.vectors[i].length; j++) {
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kernel += this.vectors[i][j] * features[j];
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}
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kernels[i] = Math.pow((this.gamma * kernel) + this.coef0, this.degree);
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}
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break;
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case 'RBF':
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// exp(-y|x-x'|^2)
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for (var i = 0; i < this.vectors.length; i++) {
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kernel = 0.;
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for (var j = 0; j < this.vectors[i].length; j++) {
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kernel += Math.pow(this.vectors[i][j] - features[j], 2);
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}
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kernels[i] = Math.exp(-this.gamma * kernel);
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}
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break;
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case 'SIGMOID':
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// tanh(y<x,x'>+r)
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for (var i = 0; i < this.vectors.length; i++) {
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kernel = 0.;
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for (var j = 0; j < this.vectors[i].length; j++) {
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kernel += this.vectors[i][j] * features[j];
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}
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kernels[i] = Math.tanh((this.gamma * kernel) + this.coef0);
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}
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break;
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}
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var starts = new Array(this.nRows);
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for (var i = 0; i < this.nRows; i++) {
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if (i != 0) {
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var start = 0;
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for (var j = 0; j < i; j++) {
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start += this.weights[j];
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}
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starts[i] = start;
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} else {
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starts[0] = 0;
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}
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}
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var ends = new Array(this.nRows);
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for (var i = 0; i < this.nRows; i++) {
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ends[i] = this.weights[i] + starts[i];
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}
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if (this.nClasses == 2) {
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for (var i = 0; i < kernels.length; i++) {
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kernels[i] = -kernels[i];
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}
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var decision = 0.;
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for (var k = starts[1]; k < ends[1]; k++) {
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decision += kernels[k] * this.coefficients[0][k];
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}
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for (var k = starts[0]; k < ends[0]; k++) {
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decision += kernels[k] * this.coefficients[0][k];
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}
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decision += this.intercepts[0];
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if (decision > 0) {
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return 0;
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}
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return 1;
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}
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var decisions = new Array(this.intercepts.length);
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for (var i = 0, d = 0, l = this.nRows; i < l; i++) {
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for (var j = i + 1; j < l; j++) {
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var tmp = 0.;
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for (var k = starts[j]; k < ends[j]; k++) {
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tmp += this.coefficients[i][k] * kernels[k];
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}
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for (var k = starts[i]; k < ends[i]; k++) {
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tmp += this.coefficients[j - 1][k] * kernels[k];
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}
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decisions[d] = tmp + this.intercepts[d];
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d++;
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}
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}
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var votes = new Array(this.intercepts.length);
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for (var i = 0, d = 0, l = this.nRows; i < l; i++) {
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for (var j = i + 1; j < l; j++) {
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votes[d] = decisions[d] > 0 ? i : j;
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d++;
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}
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}
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var amounts = new Array(this.nClasses).fill(0);
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for (var i = 0, l = votes.length; i < l; i++) {
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amounts[votes[i]] += 1;
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}
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var classVal = -1, classIdx = -1;
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for (var i = 0, l = amounts.length; i < l; i++) {
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if (amounts[i] > classVal) {
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classVal = amounts[i];
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classIdx= i;
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}
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}
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return this.classes[classIdx];
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}
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};
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if (typeof process !== 'undefined' && typeof process.argv !== 'undefined') {
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if (process.argv.length - 2 === 41) {
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// Features:
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var features = process.argv.slice(2);
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// Parameters:
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var vectors = [[153.0, 23.0, 158.0, 158.0, 127.0, 122.0, -72.0, -52.0, 36.0, 53.0, -18.0, 0.0, -12.0, -33.0, -12.0, -21.0, -6.0, -2.0, -82.0, -72.0, 42.0, 60.0, -25.0, 0.0, -74.0, -106.0, 14.0, 17.0, -27.0, -4.0, 139.0, 1.0, 59.0, 86.0, -5.0, 3.0, 50.0, -19.0, 56.0, 17.0, 81.0], [138.0, 15.0, 230.0, 228.0, 124.0, 124.0, -90.0, -36.0, 37.0, 55.0, -21.0, 2.0, -9.0, -23.0, -11.0, -21.0, -7.0, -1.0, -95.0, -67.0, 35.0, 58.0, -30.0, 3.0, -94.0, -75.0, 15.0, 19.0, -31.0, 1.0, -51.0, 2.0, 61.0, 94.0, -6.0, 4.0, 56.0, -21.0, 58.0, 18.0, 94.0], [153.0, 14.0, 165.0, 167.0, 127.0, 124.0, -77.0, -63.0, 35.0, 56.0, -20.0, 2.0, 2.0, -27.0, -11.0, -20.0, -6.0, -1.0, -83.0, -79.0, 50.0, 57.0, -26.0, 2.0, -6.0, -108.0, 12.0, 18.0, -26.0, 1.0, -74.0, -17.0, 57.0, 90.0, -8.0, 5.0, 53.0, -19.0, 62.0, 16.0, 86.0], [138.0, 14.0, 227.0, 226.0, 125.0, 124.0, -91.0, -38.0, 38.0, 57.0, -20.0, 2.0, -10.0, -24.0, -12.0, -21.0, -7.0, -1.0, -96.0, -67.0, 50.0, 80.0, -30.0, 2.0, -96.0, -77.0, 16.0, 20.0, -30.0, 1.0, -56.0, 3.0, 61.0, 93.0, -7.0, 3.0, 57.0, -21.0, 60.0, 20.0, 94.0], [157.0, 15.0, 165.0, 166.0, 128.0, 124.0, -75.0, -62.0, 36.0, 56.0, -18.0, 1.0, 2.0, -27.0, -12.0, -20.0, -6.0, -1.0, -78.0, -76.0, 40.0, 61.0, -23.0, 0.0, -52.0, -106.0, 16.0, 21.0, -25.0, 0.0, -80.0, -15.0, 59.0, 85.0, -9.0, 1.0, 53.0, -18.0, 77.0, 20.0, 81.0], [153.0, 22.0, 158.0, 158.0, 127.0, 123.0, -72.0, -53.0, 37.0, 53.0, -18.0, 1.0, -5.0, -29.0, -13.0, -20.0, -5.0, 0.0, -88.0, -3.0, 37.0, 62.0, -25.0, 1.0, -59.0, -82.0, 14.0, 19.0, -23.0, -2.0, -33.0, -8.0, 62.0, 83.0, -5.0, 1.0, 50.0, -19.0, 56.0, 17.0, 78.0], [152.0, 23.0, 158.0, 158.0, 127.0, 122.0, -75.0, -54.0, 39.0, 56.0, -19.0, 0.0, -3.0, -26.0, -12.0, -20.0, -5.0, 0.0, -78.0, -69.0, 34.0, 62.0, -24.0, 1.0, -54.0, -90.0, 13.0, 15.0, -23.0, -3.0, -29.0, -9.0, 61.0, 85.0, -7.0, 4.0, 52.0, -18.0, 74.0, 12.0, 79.0], [153.0, 24.0, 159.0, 158.0, 127.0, 122.0, -72.0, -49.0, 39.0, 53.0, -18.0, 0.0, -7.0, -31.0, -11.0, -21.0, -6.0, 0.0, -78.0, -2.0, 39.0, 15.0, -24.0, 1.0, -67.0, -91.0, 17.0, 18.0, -24.0, -3.0, -35.0, 5.0, 59.0, 82.0, -5.0, 0.0, 50.0, -19.0, 16.0, 18.0, 77.0], [153.0, 21.0, 142.0, 143.0, 127.0, 123.0, -76.0, -53.0, 34.0, 49.0, -16.0, -1.0, -5.0, -32.0, -10.0, -18.0, -5.0, -1.0, -84.0, 2.0, 46.0, 79.0, -22.0, -1.0, -67.0, -97.0, 15.0, 11.0, -22.0, -4.0, -41.0, -2.0, 47.0, 74.0, -6.0, 1.0, 45.0, -17.0, 56.0, 10.0, 68.0], [156.0, 14.0, 165.0, 166.0, 128.0, 124.0, -76.0, -65.0, 35.0, 55.0, -19.0, 1.0, 1.0, -29.0, -11.0, -20.0, -6.0, -1.0, -77.0, -107.0, 39.0, 76.0, -27.0, 1.0, -55.0, -107.0, 13.0, 19.0, -24.0, -2.0, -55.0, -8.0, 52.0, 85.0, -6.0, 2.0, 53.0, -19.0, 73.0, 19.0, 81.0], [137.0, 14.0, 229.0, 227.0, 124.0, 125.0, -90.0, -35.0, 37.0, 53.0, -20.0, 3.0, -11.0, -26.0, -13.0, -23.0, -8.0, -1.0, -96.0, 3.0, 36.0, 18.0, -6.0, 2.0, -94.0, -78.0, 14.0, 13.0, -31.0, 1.0, -56.0, 6.0, 63.0, 95.0, -7.0, 3.0, 54.0, -23.0, 17.0, 13.0, 96.0], [138.0, 14.0, 229.0, 228.0, 125.0, 124.0, -88.0, -35.0, 37.0, 55.0, -19.0, 2.0, -11.0, -25.0, -13.0, -23.0, -8.0, -1.0, -96.0, 3.0, 18.0, 59.0, -6.0, 2.0, -95.0, -76.0, 13.0, 14.0, -31.0, 1.0, -49.0, 3.0, 63.0, 96.0, -7.0, 3.0, 54.0, -23.0, 57.0, 14.0, 96.0], [137.0, 14.0, 227.0, 226.0, 125.0, 125.0, -90.0, -35.0, 38.0, 55.0, -19.0, 2.0, -12.0, -26.0, -12.0, -23.0, -8.0, -1.0, -97.0, 4.0, 40.0, 17.0, -6.0, 1.0, -99.0, -80.0, 16.0, 15.0, -30.0, 1.0, -53.0, 4.0, 63.0, 95.0, -5.0, 5.0, 55.0, -23.0, 16.0, 15.0, 96.0], [152.0, 23.0, 158.0, 157.0, 127.0, 122.0, -72.0, -51.0, 37.0, 52.0, -17.0, 0.0, -9.0, -30.0, -13.0, -21.0, -6.0, -1.0, -84.0, -8.0, 33.0, 21.0, -22.0, 0.0, -41.0, -99.0, 13.0, 11.0, -22.0, 0.0, -30.0, -8.0, 60.0, 88.0, -5.0, 4.0, 50.0, -20.0, 17.0, 11.0, 82.0], [153.0, 14.0, 164.0, 166.0, 127.0, 124.0, -80.0, -62.0, 35.0, 55.0, -19.0, 0.0, 0.0, -27.0, -10.0, -20.0, -5.0, -1.0, -88.0, -75.0, 29.0, 58.0, -24.0, 0.0, -55.0, -105.0, 13.0, 19.0, -25.0, -1.0, -65.0, -13.0, 51.0, 84.0, -7.0, 1.0, 53.0, -19.0, 56.0, 19.0, 80.0], [148.0, 38.0, 161.0, 152.0, 136.0, 130.0, -85.0, -47.0, 26.0, 41.0, -12.0, 2.0, 68.0, -21.0, -9.0, -13.0, -3.0, 0.0, 4.0, -89.0, 31.0, 55.0, -15.0, 1.0, 1.0, -81.0, 7.0, 14.0, -15.0, 0.0, 0.0, -5.0, 46.0, 64.0, -4.0, 4.0, 40.0, -13.0, 55.0, 14.0, 62.0], [179.0, 14.0, 142.0, 145.0, 129.0, 125.0, -56.0, -75.0, 32.0, 54.0, -17.0, 0.0, 26.0, -35.0, -8.0, -15.0, -4.0, 0.0, -102.0, -116.0, 47.0, 81.0, -27.0, -1.0, -11.0, -118.0, 15.0, 25.0, -19.0, 1.0, -69.0, -5.0, 38.0, 69.0, -6.0, -1.0, 51.0, -14.0, 77.0, 24.0, 65.0], [90.0, 30.0, 196.0, 187.0, 135.0, 131.0, -116.0, -42.0, 25.0, 42.0, -13.0, 2.0, 27.0, -20.0, -11.0, -16.0, -5.0, -1.0, 12.0, -57.0, 31.0, 50.0, -18.0, 4.0, -1.0, -72.0, 5.0, 13.0, -16.0, 1.0, 0.0, -6.0, 52.0, 70.0, -3.0, 5.0, 43.0, -16.0, 50.0, 14.0, 71.0], [104.0, 30.0, 200.0, 190.0, 135.0, 131.0, -113.0, -42.0, 27.0, 43.0, -13.0, 2.0, 41.0, -18.0, -12.0, -15.0, -4.0, 0.0, 11.0, -63.0, 30.0, 61.0, -16.0, 2.0, 0.0, -71.0, 6.0, 15.0, -15.0, 1.0, 0.0, -7.0, 56.0, 74.0, -5.0, 2.0, 44.0, -15.0, 52.0, 16.0, 75.0], [10.0, 29.0, 211.0, 203.0, 133.0, 133.0, -189.0, -39.0, 31.0, 49.0, -14.0, 4.0, -87.0, -22.0, -17.0, -21.0, -5.0, -1.0, -238.0, -6.0, 39.0, 61.0, -20.0, 4.0, -226.0, -75.0, 4.0, 11.0, -18.0, 2.0, 0.0, -7.0, 73.0, 90.0, -5.0, 6.0, 49.0, -22.0, 63.0, 10.0, 91.0], [108.0, 33.0, 168.0, 161.0, 135.0, 130.0, -104.0, -48.0, 23.0, 40.0, -13.0, 2.0, 39.0, -21.0, -11.0, -16.0, -4.0, -1.0, 11.0, -73.0, 29.0, 4.0, -21.0, 5.0, -1.0, -77.0, 7.0, 11.0, -15.0, -2.0, 0.0, -12.0, 53.0, 71.0, -5.0, 4.0, 39.0, -16.0, 4.0, 11.0, 69.0], [168.0, 30.0, 200.0, 189.0, 136.0, 129.0, -56.0, -44.0, 28.0, 44.0, -13.0, 1.0, 48.0, -19.0, -10.0, -15.0, -5.0, 0.0, 7.0, -59.0, 29.0, 48.0, -17.0, 2.0, 0.0, -74.0, 10.0, 17.0, -16.0, 0.0, 0.0, -5.0, 56.0, 74.0, -3.0, 1.0, 45.0, -15.0, 59.0, 17.0, 76.0], [46.0, 29.0, 196.0, 188.0, 134.0, 131.0, -170.0, -42.0, 25.0, 42.0, -13.0, 2.0, 10.0, -18.0, -10.0, -15.0, -4.0, -1.0, -247.0, -60.0, 24.0, 50.0, -17.0, 2.0, 1.0, -73.0, 7.0, 15.0, -16.0, 0.0, 0.0, -10.0, 51.0, 71.0, -5.0, 3.0, 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var intercepts = [-2.9786921374511115, -4.329757718136516, -1.4626167697732448, -0.3673897044490096, -0.32024332980975256, -0.18337095033616826, 52.805141940434844, -1.408922031439739, -0.7099238280900163, -0.5187902503942851, -0.150097850733143, -0.3179319507093929, -0.11475701363832884, -0.13934232707213703, 0.031495816154420736, -0.027847890373533763, 0.03628149497582684, 0.2811939517417129, -5.142659580171964, 1.4131277949013559, 30.913263861866728];
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var weights = [15, 37, 37, 16, 29, 22, 26];
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// Prediction:
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var clf = new SVC(7, 7, vectors, coefficients, intercepts, weights, "linear", 0.02, 0.0, 3);
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var prediction = clf.predict(features);
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console.log(prediction);
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}
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} |