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@vascosantos/moving-average

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    @vascosantos/moving-average

Exponential Moving Average


Version published
Weekly downloads
11K
increased by23.59%
Maintainers
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Weekly downloads
 

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Source

moving-average

Build Status

Online calculation of Exponential Moving Average for Node.js.

Also suports Moving Variance, Moving Deviation and Forecast.

The following online algorithm is implemented:

diff := x - mean
incr := alpha * diff
mean := mean + incr
variance := (1 - alpha) * (variance + diff * incr)
forecast := mean + alpha * diff

Install

$ npm install moving-average

Use

var timeInterval = 5 * 60 * 1000; // 5 minutes

var MA = require('moving-average');
var ma = MA(timeInterval);

setInterval(function() {
  ma.push(Date.now(), Math.random() * 500);
  console.log('moving average now is', ma.movingAverage());
  console.log('moving variance now is', ma.variance());
  console.log('moving deviation now is', ma.deviation());
  console.log('forecast is', ma.forecast());
});

License

MIT

Keywords

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Last updated on 30 Apr 2021

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