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QuanTAlib/Source/Statistics/SMAPE_Series.cs
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namespace QuanTAlib;
using System;
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using System.Linq;
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/* <summary>
SMAPE: Symmetric Mean Absolute Percentage Error
Measures the size of the error in percentage terms
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Sources:
https://en.wikipedia.org/wiki/Symmetric_mean_absolute_percentage_error
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</summary> */
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public class SMAPE_Series : Single_TSeries_Indicator
{
public SMAPE_Series(TSeries source, int period, bool useNaN = false) : base(source, period, useNaN)
{
if (base._data.Count > 0) { base.Add(base._data); }
}
private readonly System.Collections.Generic.List<double> _buffer = new();
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public override void Add((System.DateTime t, double v) TValue, bool update)
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{
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Add_Replace_Trim(_buffer, TValue.v, _p, update);
double _sma = _buffer.Average();
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double _smape = 0;
for (int i = 0; i < _buffer.Count; i++) { _smape += Math.Abs(_buffer[i] - _sma) / (Math.Abs(_buffer[i]) + Math.Abs(_sma)); }
_smape /= this._buffer.Count;
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base.Add((TValue.t, _smape), update, _NaN);
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}
}