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