Suppose I have the following factors:
(1+3x)(1+x)(1+2x)
Expanded to a polynomial, it looks like:
1 + 6x + 11x^2 + 6x^3
The coefficients of this polynomial would be
c0 = 1
c1 = 6
c2 = 11
c3 = 6
I'm trying to figure out how to calculate these rapidly (for any set of factors). The ideal output would be an array of the coefficients, like
var coeff = [c0,c1,c2,c3];
What I'm trying to do is find a way to quickly go from the factors to the array of coefficients. Any suggestions on how to rapidly handle this in javascript? And for the sake of clarity, I'm trying to figure out how to do this for any set of n factors, not just this particular scenario.
Suppose I have the following factors:
(1+3x)(1+x)(1+2x)
Expanded to a polynomial, it looks like:
1 + 6x + 11x^2 + 6x^3
The coefficients of this polynomial would be
c0 = 1
c1 = 6
c2 = 11
c3 = 6
I'm trying to figure out how to calculate these rapidly (for any set of factors). The ideal output would be an array of the coefficients, like
var coeff = [c0,c1,c2,c3];
What I'm trying to do is find a way to quickly go from the factors to the array of coefficients. Any suggestions on how to rapidly handle this in javascript? And for the sake of clarity, I'm trying to figure out how to do this for any set of n factors, not just this particular scenario.
Share Improve this question edited Mar 28, 2017 at 16:25 Jonathan asked Mar 28, 2017 at 16:14 JonathanJonathan 7101 gold badge10 silver badges24 bronze badges 10- Where do you get the factors? – DamiToma Commented Mar 28, 2017 at 16:17
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Are you asking how to go from the original equation to the polynomial using Javascript? Start with an array of pairs like
[[1, 3], [1, 1], [1, 2]]
. Then use algebra to calculate the polynomial from it. – Barmar Commented Mar 28, 2017 at 16:19 - The factors e from a number of other sources. This is one example, but there are countless scenarios. @Barmar do you have a suggestion of a formula that would work for n factors? That's what I've been trying to figure out. – Jonathan Commented Mar 28, 2017 at 16:22
- @Jonathan How did you figure out the coefficients yourself when you wrote the question? Just turn what you did into a puter algorithm. – Barmar Commented Mar 28, 2017 at 16:25
- If you don't know how to do the math, the proper place to ask is math.stackexchange.. – Barmar Commented Mar 28, 2017 at 16:26
4 Answers
Reset to default 4You could use the factors as vector and use a cross product for the result.
function multiply(a1, a2) {
var result = [];
a1.forEach(function (a, i) {
a2.forEach(function (b, j) {
result[i + j] = (result[i + j] || 0) + a * b;
});
});
return result;
}
var data = [[1, 3], [1, 1], [1, 2]], // (1+3x)(1+x)(1+2x)
result = data.reduce(multiply);
console.log(result); // [1, 6, 11, 6] = 1x^0 + 6x^1 + 11x^2 + 6x^3
Well I found a method to do what you want from start to finish even without the need for any treatment in the original factors. Although I had to use a Math library. I found there is at least a library that does what you want: Nerdamer
As you can see from the code below the coeficients are correctly calculated from the factors you gave.
var factors = '(1+3x)(1+x)(1+2x)';
console.log('original factors: ' + factors);
var y = nerdamer('expand(' + factors + ')');
var polynomialform = y.toString();
console.log('polynomial form: ' + polynomialform);
var coef = polynomialform.split('+').map(v=>v.trim()).map(v=>v.split('x')[0]).map(v=>v.replace(/^\*+|\*+$/g, ''));
console.log('coeficients: ' + coef);
<script src="http://nerdamer./js/nerdamer.core.js"></script>
Notice that coefs
var is an array.
Obviously, by the way I otained the coeficients, the operation may fail in different factor cases. This has to be adapted for minus characters and edge cases. You can create some kind of loop and put failed calculations in an array to check for edge cases to adapt the code for the full dataset. I can improve the answer if you provide a larger test dataset.
Hope it helps you.
Here's my take based on the fact that when you multiply (1+ax) by (1+b_1*x+b_2*x^2+...+b_nx^n), in the resulting polynomial (of degree n+1), the first term's coefficient will be one and its last term's coefficient will be a*b_n.
I think it is a bit simpler than the accepted answer, but still quadratic in time. To make this more efficient, you will need more advanced techniques.
function multOne(a, b) {
var n = b.length;
var r = [1]; //The first term is always 1
r[n] = a * b[n - 1]; //The last term is always a*b_n-1
for (var i = 1; i < n; i++)
r[i] = b[i] + a * b[i - 1];
return r;
}
function solve(c) {
var result = [1, c[0]]; //use result as an accumulator
for (var j = 1; j < c.length; j++)
result = multOne(c[j], result);
return result;
}
console.log(solve([3, 1, 2])); //You don't need to pass 1s either. Just pass the varying coefficients
I needed something similar (to calculate permutations via exponential generating functions) so I wrote a version that works when some terms missing, by using objects as the base instead. I also needed it not not calculate anything over a certain power, so that's also an option
/**
* Calculates the result of multiplying many polynomials together
* @example
* polynomials = [{0: 1, 1: 10, 2:1}, {0: 0, 1: 5, 2: 0, 3: 0.5}]
* limit = 4;
* polynomialMultiplication(polynomials, limit);
* @param {Array.<Object.<number,number>>} polynomials an array of polynomials,
* each expressed as an array of term coefficients
* @param {number} limit the maximum term to calculate
* @returns the resultant polynomial from multiplying all polynomials together
*/
function polynomialMultiplication(polynomials, limit) {
const length = limit ?? polynomials.reduce((sum, poly) => sum += Math.max(...Object.keys(poly)), 0)
// make an object to hold the result in
// which is prepopulated by zeros
const template = { ...Array.from({
length
}).fill(0)
};
return polynomials.reduce((memo, poly, polyIndex) => {
const tempCopy = { ...template};
if (polyIndex === 0) return { ...poly };
for (let termIndex = 0; termIndex < length && termIndex <= Math.max(...Object.keys(poly)); termIndex++) {
for (let memoIndex = 0;
(memoIndex + termIndex) <= length && memoIndex <= Math.max(...Object.keys(memo)); memoIndex++) {
const addition = (memo[memoIndex] ?? 0) * (poly[termIndex] ?? 0);
const copyIndex = memoIndex + termIndex;
tempCopy[copyIndex] = (tempCopy[copyIndex] ?? 0) + addition;
}
}
return tempCopy;
}, template)
}
console.log('(1+3x)(1+x)(1+2x)');
const polynomials = [{
0: 1,
1: 3
}, {
0: 1,
1: 1
}, {
0: 1,
1: 2
}];
console.log(polynomialMultiplication(polynomials));
const morePolynomials = [{
0: 1,
1: 0,
2: 5
}, {
0: 0,
1: 6
}, {
0: 1,
1: 2,
2: 0
}];
console.log('(1+5x^2)(6x)(1+2x) up to x^2')
console.log(polynomialMultiplication(morePolynomials, 2));