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39 lines
1.1 KiB
C#
39 lines
1.1 KiB
C#
namespace Mirror
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{
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// implementation of N-day EMA
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// it calculates an exponential moving average roughy equivalent to the last n observations
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// https://en.wikipedia.org/wiki/Moving_average#Exponential_moving_average
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public class ExponentialMovingAverage
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{
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readonly float alpha;
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bool initialized;
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public ExponentialMovingAverage(int n)
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{
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// standard N-day EMA alpha calculation
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alpha = 2.0f / (n + 1);
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}
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public void Add(double newValue)
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{
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// simple algorithm for EMA described here:
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// https://en.wikipedia.org/wiki/Moving_average#Exponentially_weighted_moving_variance_and_standard_deviation
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if (initialized)
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{
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double delta = newValue - Value;
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Value += alpha * delta;
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Var = (1 - alpha) * (Var + alpha * delta * delta);
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}
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else
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{
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Value = newValue;
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initialized = true;
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}
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}
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public double Value { get; private set; }
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public double Var { get; private set; }
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}
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}
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