Robust polynomial regression using LMedS
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Robust polynomial regression using LMedS.
This code is based on the implementation of this paper.
$ npm i ml-regression-robust-polynomial
``js
import { RobustPolynomialRegression } from 'ml-regression-robust-polynomial';
var size = 30;
var x = new Array(size);
var y = new Array(size);
for (var i = 0; i < size; i++) {
x[i] = i;
y[i] = 2 i i + 4 * i + 5;
}
y[4] = y[4] * 100;
y[10] = y[10] * -100;
var regression = new RobustPolynomialRegression(x, y, 3);
regression.predict(3) === 35;
``
[npm-image]: https://img.shields.io/npm/v/ml-regression-robust-polynomial.svg?style=flat-square
[npm-url]: https://npmjs.org/package/ml-regression-robust-polynomial
[travis-image]: https://img.shields.io/travis/mljs/regression-robust-polynomial/master.svg?style=flat-square
[travis-url]: https://travis-ci.org/mljs/regression-robust-polynomial
[codecov-image]: https://img.shields.io/codecov/c/github/mljs/regression-robust-polynomial.svg?style=flat-square
[codecov-url]: https://codecov.io/gh/mljs/regression-robust-polynomial
[download-image]: https://img.shields.io/npm/dm/ml-regression-robust-polynomial.svg?style=flat-square
[download-url]: https://npmjs.org/package/ml-regression-robust-polynomial