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QuanTAlib/Source/Statistics/WMAPE_Series.cs
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namespace QuanTAlib;
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using System;
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/* <summary>
WMAPE: Weighted Mean Absolute Percentage Error
Measures the size of the error in percentage terms
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Sources:
https://en.wikipedia.org/wiki/WMAPE
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</summary> */
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public class WMAPE_Series : Single_TSeries_Indicator
{
public WMAPE_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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if (update) { _buffer[_buffer.Count - 1] = TValue.v; }
else { _buffer.Add(TValue.v); }
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if (_buffer.Count > this._p && this._p != 0) { _buffer.RemoveAt(0); }
double _sma = 0;
for (int i = 0; i < _buffer.Count; i++) { _sma += _buffer[i]; }
_sma /= this._buffer.Count;
double _div = 0;
double _wmape = 0;
for (int i = 0; i < _buffer.Count; i++)
{
_wmape += Math.Abs(_buffer[i] - _sma);
_div += Math.Abs(_buffer[i]);
}
_wmape /= _div;
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var result = (TValue.t, (this.Count < this._p - 1 && this._NaN) ? double.NaN : _wmape);
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base.Add(result, update);
}
}