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Add Horner's Method (#575)
* Add Horner's Method * Update README.md Co-authored-by: matheus <matheus.cardoso@sydle.com>
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src/algorithms/math/horner-method/README.md
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src/algorithms/math/horner-method/README.md
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# Horner's Method
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In mathematics, Horner's method (or Horner's scheme) is an algorithm for polynomial evaluation.
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With this method, it is possible to evaluate a polynomial with only n additions and n multiplications.
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Hence, its storage requirements are n times the number of bits of x.
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Horner's method can be based on the following identity:
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![](https://wikimedia.org/api/rest_v1/media/math/render/svg/2a576e42d875496f8b0f0dda5ebff7c2415532e4)
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, which is called Horner's rule.
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To solve the right part of the identity above, for a given x, we start by iterating through the polynomial from the inside out,
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accumulating each iteration result. After n iterations, with n being the order of the polynomial, the accumulated result gives
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us the polynomial evaluation.
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Using the polynomial:
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![](http://www.sciweavers.org/tex2img.php?eq=%244x%5E4%20%2B%202x%5E3%20%2B%203x%5E2%2B%20x%5E1%20%2B%203%24&bc=White&fc=Black&im=jpg&fs=12&ff=arev&edit=0), a traditional approach to evaluate it at x = 2, could be representing it as an array [3,1,3,2,4] and iterate over it saving each iteration value at an accumulator, such as acc += pow(x=2,index) * array[index]. In essence, each power of a number (pow) operation is n-1 multiplications. So, in this scenario, a total of 15 operations would have happened, composed of 5 additions, 5 multiplications, and 5 pows.
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Now, using the same scenario but with Horner's rule, the polynomial can be re-written as ![](http://www.sciweavers.org/tex2img.php?eq=%24x%28x%28x%284x%2B2%29%2B3%29%2B1%29%2B3%24&bc=White&fc=Black&im=jpg&fs=12&ff=arev&edit=0), representing it as [4,2,3,1,3] it is possible to save the first iteration as acc = arr[0]*(x=2) + arr[1], and then finish iterations for acc *= (x=2) + arr[index]. In the same scenario but using Horner's rule, a total of 10 operations would have happened, composed of only 5 additions and 5 multiplications.
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## References
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- [Wikipedia](https://en.wikipedia.org/wiki/Horner%27s_method)
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import hornerMethod from '../hornerMethod';
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describe('hornerMethod', () => {
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it('should evaluate the polynomial on the specified point correctly', () => {
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expect(hornerMethod([8],0.1)).toBe(8);
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expect(hornerMethod([2,4,2,5],0.555)).toBe(7.68400775);
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expect(hornerMethod([2,4,2,5],0.75)).toBe(9.59375);
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expect(hornerMethod([1,1,1,1,1],1.75)).toBe(20.55078125);
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expect(hornerMethod([15,3.5,0,2,1.42,0.41],0.315)).toBe(1.136730065140625);
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expect(hornerMethod([0,0,2.77,1.42,0.41],1.35)).toBe(7.375325000000001);
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expect(hornerMethod([0,0,2.77,1.42,2.3311],1.35)).toBe(9.296425000000001);
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expect(hornerMethod([2,0,0,5.757,5.31412,12.3213],3.141)).toBe(697.2731167035034);
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});
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});
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src/algorithms/math/horner-method/hornerMethod.js
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src/algorithms/math/horner-method/hornerMethod.js
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/**
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* Returns the evaluation of a polynomial function at a certain point.
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* Uses Horner's rule.
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* @param {number[]} numbers
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* @return {number}
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*/
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export default function hornerMethod(numbers, point) {
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// polynomial function is just a constant.
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if (numbers.length === 1) {
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return numbers[0];
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}
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return numbers.reduce((accumulator, currentValue, index) => {
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return index === 1
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? numbers[0] * point + currentValue
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: accumulator * point + currentValue;
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});
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}
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