Files
QuanTAlib/lib/averages/Dema.cs
T
2024-09-24 16:41:26 -07:00

106 lines
2.9 KiB
C#

namespace QuanTAlib;
/// <summary>
/// DEMA: Double Exponential Moving Average
/// DEMA reduces the lag of a traditional EMA by applying a second EMA over EMA.
/// It responds more quickly to price changes than a standard EMA while maintaining
/// smoothness, at the cost of overshooting the signal line.
/// </summary>
/// <remarks>
/// Smoothness: ★★★☆☆ (3/5)
/// Sensitivity: ★★★★☆ (4/5)
/// Overshooting: ★★★☆☆ (3/5)
/// Lag: ★★★★☆ (4/5)
///
/// Sources:
/// https://www.investopedia.com/terms/d/double-exponential-moving-average.asp
/// https://www.tradingview.com/support/solutions/43000502589-double-exponential-moving-average-dema/
///
/// Validation:
/// Skender.Stock.Indicators
/// </remarks>
public class Dema : AbstractBase
{
// inherited _index
// inherited _value
private readonly int _period;
private double _lastEma1, _p_lastEma1;
private double _lastEma2, _p_lastEma2;
private double _k, _e, _p_e;
public Dema(int period) : base()
{
if (period < 1)
{
throw new ArgumentOutOfRangeException(nameof(period), "Period must be greater than or equal to 1.");
}
_period = period;
Name = "Dema";
double percentile = 0.85; //targeting 85th percentile of correctness of converging EMA
WarmupPeriod = (int)Math.Ceiling(-period * Math.Log(1 - percentile));
Init();
}
public Dema(object source, int period) : this(period)
{
var pubEvent = source.GetType().GetEvent("Pub");
pubEvent?.AddEventHandler(source, new ValueSignal(Sub));
}
//inhereted public void Sub(object source, in ValueEventArgs args)
public override void Init()
{
base.Init();
_k = 2.0 / (_period + 1);
_e = 1.0;
_lastEma1 = 0;
_lastEma2 = 0;
}
protected override void ManageState(bool isNew)
{
if (isNew)
{
_p_lastEma1 = _lastEma1;
_p_lastEma2 = _lastEma2;
_p_e = _e;
_index++;
}
else
{
_lastEma1 = _p_lastEma1;
_lastEma2 = _p_lastEma2;
_e = _p_e;
}
}
/// <summary>
/// Core DEMA calculation
/// </summary>
protected override double Calculation()
{
ManageState(Input.IsNew);
double result, _ema1, _ema2;
// compensator for early ema values
_e = (_e > 1e-10) ? (1 - _k) * _e : 0;
double _invE = (_e > 1e-10) ? 1 / (1 - _e) : 1;
// Calculate EMA1
_ema1 = _k * (Input.Value - _lastEma1) + _lastEma1;
// Calculate EMA2 using compensatedEma1
_ema2 = _k * (_ema1 * _invE - _lastEma2) + _lastEma2;
// Calculate DEMA
double _dema = 2 * _ema1 * _invE - (_ema2 * _invE);
result = _dema;
_lastEma1 = _ema1;
_lastEma2 = _ema2;
IsHot = _index >= WarmupPeriod;
return result;
}
}