I am trying to create a cosine similarity function and then display the results in a HTML element. I have written the following:
function cosinesim(A,B){
var dotproduct=0;
var mA=0;
var mB=0;
for(i = 0; i < A.length;){
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;
}
//.....
var array1 = [1,0,0,1];
var array2 = [1,0,0,0];
var p = cosinesim(array1,array2);
document.getElementById("sim").innerHTML = String(p);
I have tested and both the arrays I am inputting are the same length, however when my code runs to this bit it crashes and I cant seem to find what is wrong.
Any help is appreciated, thanks.
function cosinesim(A, B) {
var dotproduct = 0;
var mA = 0;
var mB = 0;
for(var 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;
}
var array1 = [1, 0, 0, 1];
var array2 = [1, 0, 0, 0];
var p = cosinesim(array1, array2);
console.log(p);
This should give the actual cosine similarity. You were missing:
var i and i++ in your for loop, as mentioned before.(mA * mB) in this line: var similarity = dotproduct / (mA * mB); Without them, the division is done before the multiplication.If you love us? You can donate to us via Paypal or buy me a coffee so we can maintain and grow! Thank you!
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