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function KNN(kSize){ | |
this.kSize = kSize; | |
this.points = []; | |
} | |
KNN.prototype.train = function(set){ | |
this.points = this.points.concat(set) | |
} | |
KNN.prototype._distance =function(p1,p2){ | |
var d = 0 | |
for(var i = 0;i<p1.length;i++){ | |
d+=Math.pow(p1[i]-p2[i],2) | |
} | |
return Math.sqrt(d) | |
} | |
KNW.prototype._distances = function(p){ | |
var self = this; | |
var points = this.points.map(v=>{ | |
return [self._distance(p,v[0]),v[1]] | |
}).sort((a,b)=>(a[0] - b[0])) | |
return points.splice(0,this.kSize) | |
} | |
Array.prototype.count = function(v){ | |
var c = 0 | |
for(var i =0;i<this.length;i++){ | |
if(this[i]===v) c++ | |
} | |
return c; | |
} | |
KNW.prototype._classify = function(closestNeighbors){ | |
var classesCount = closestNeighbors.map(v=>this.count(v)); | |
var max = Math.max.apply(null,classesCount) | |
return closestNeighbors[classesCount.indexOf(max)] | |
} |
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