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QuanTAlib/Source/Statistics/MAPE_Series.cs
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2022-04-20 00:01:33 -07:00

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namespace QuanTAlib;
using System;
/* <summary>
MAPE: Mean Absolute Percentage Error
Measures the size of the error in percentage terms
Calculation:
MAPE = Σ(|close SMA| / |close|) / n
Sources:
https://en.wikipedia.org/wiki/Mean_absolute_percentage_error
Remark:
returns infinity if any of observations is 0.
Use SMAPE or WMAPE instead to avoid division-by-zero in MAPE
</summary> */
public class MAPE_Series : Single_TSeries_Indicator
{
public MAPE_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();
public override void Add((System.DateTime t, double v) TValue, bool update)
{
if (update) { _buffer[_buffer.Count - 1] = TValue.v; }
else { _buffer.Add(TValue.v); }
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 _mape = 0;
for (int i = 0; i < _buffer.Count; i++) { _mape += (_buffer[i] != 0) ? Math.Abs(_buffer[i] - _sma) / Math.Abs(_buffer[i]) : double.PositiveInfinity; }
_mape /= this._buffer.Count;
var result = (TValue.t, (this.Count < this._p - 1 && this._NaN) ? double.NaN : _mape);
base.Add(result, update);
}
}