// lib/extramath.js // https://github.com/gnh1201/welsonjs // DTM(Document-term Matrix): https://en.wikipedia.org/wiki/Document-term_matrix function DTM() { this.data = []; this.terms = []; this.add = function(s) { var w = s.trim().split(/\s+/); for (var i = 0; i < w.length; i++) { if (this.terms.indexOf(w[i]) < 0) this.terms.push(w[i]); } this.data.push(w); }; this.toArray = function() { var dtm = []; for (var i = 0; i < this.data.length; i++) { var dt = []; for (var k = 0; k < this.terms.length; k++) { dt.push(this.data[i].indexOf(this.terms[k]) < 0 ? 0 : 1); } dtm.push(dt); } return dtm; }; } // Cosine similarity: https://en.wikipedia.org/wiki/Cosine_similarity function arrayCos(A, B) { var dotproduct = 0; var mA = 0; var mB = 0; for (i = 0; i < A.length; i++) { dotproduct += (A[i] * B[i]); mA += (A[i] * A[i]); mB += (B[i] * B[i]); } mA = Math.sqrt(mA); mB = Math.sqrt(mB); var similarity = (dotproduct) / ((mA) * (mB)) return similarity; } function measureSimilarity(s1, s2) { var dtm = new DTM(); dtm.add(s1); dtm.add(s2); var mat = dtm.toArray(); return arrayCos(mat[0], mat[1]); } function export_measureSimilarity() { return "var ExtraMath=function(){};ExtraMath.DTM=function(){this.data=[],this.terms=[],this.add=function(t){for(var r=t.trim().split(/\s+/),a=0;a<r.length;a++)0>this.terms.indexOf(r[a])&&this.terms.push(r[a]);this.data.push(r)},this.toArray=function(){for(var t=[],r=0;r<this.data.length;r++){for(var a=[],s=0;s<this.terms.length;s++)a.push(0>this.data[r].indexOf(this.terms[s])?0:1);t.push(a)}return t}},ExtraMath.arrayCos=function(t,r){var a=0,s=0,h=0;for(i=0;i<t.length;i++)a+=t[i]*r[i],s+=t[i]*t[i],h+=r[i]*r[i];return a/((s=Math.sqrt(s))*(h=Math.sqrt(h)))},ExtraMath.measureSimilarity=function(t,r){var a=new ExtraMath.DTM;a.add(t),a.add(r);var s=a.toArray();return ExtraMath.arrayCos(s[0],s[1])};"; } // Cartesian product: https://en.wikipedia.org/wiki/Cartesian_product function cartesianProduct(arr) { return arr.reduce(function(a,b){ return a.map(function(x){ return b.map(function(y){ return x.concat([y]); }) }).reduce(function(a,b){ return a.concat(b) },[]) }, [[]]) } exports.DTM = DTM; exports.arrayCos = arrayCos; exports.measureSimilarity = measureSimilarity; exports.export_measureSimilarity = export_measureSimilarity; exports.cartesianProduct = cartesianProduct; exports.VERSIONINFO = "ExtraMath module (extramath.js) version 0.0.5"; exports.AUTHOR = "abuse@catswords.net"; exports.global = global; exports.require = global.require;