Files
2024-11-04 02:16:52 +00:00

114 lines
3.7 KiB
C#

using System.Runtime.CompilerServices;
namespace QuanTAlib;
/// <summary>
/// YZV: Yang-Zhang Volatility
/// A volatility estimator that combines overnight and trading volatilities,
/// providing a more complete picture of price variation while being drift-independent.
/// </summary>
/// <remarks>
/// The YZV calculation process:
/// 1. Calculate overnight (close-to-open) volatility
/// 2. Calculate open-to-close volatility
/// 3. Calculate Rogers-Satchell volatility
/// 4. Combine components with optimal weights
///
/// Key characteristics:
/// - Drift independence
/// - Minimum variance
/// - Handles overnight gaps
/// - Uses all HLOC prices
/// - Optimal weighting
///
/// Formula:
/// YZV = sqrt(Vo + k*Vc + (1-k)*Vrs)
/// where:
/// Vo = overnight volatility
/// Vc = open-to-close volatility
/// Vrs = Rogers-Satchell volatility
/// k ≈ 0.34 (optimal weight)
///
/// Market Applications:
/// - Option pricing
/// - Risk measurement
/// - Trading systems
/// - Portfolio management
/// - Market analysis
///
/// Note: Most efficient unbiased estimator among drift-independent estimators
/// </remarks>
[SkipLocalsInit]
public sealed class Yzv : AbstractBase
{
private readonly Sma _maCo; // Close-to-Open
private readonly Sma _maOc; // Open-to-Close
private readonly Sma _maRs; // Rogers-Satchell
private double _prevClose;
private double _prevValue;
private const double K = 0.34; // Optimal weight
private const int DefaultPeriod = 20;
/// <param name="period">The number of periods for volatility calculation (default 20).</param>
/// <exception cref="ArgumentOutOfRangeException">Thrown when period is less than 1.</exception>
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public Yzv(int period = DefaultPeriod)
{
if (period < 1)
throw new ArgumentOutOfRangeException(nameof(period));
_maCo = new(period);
_maOc = new(period);
_maRs = new(period);
WarmupPeriod = period;
Name = $"YZV({period})";
}
/// <param name="source">The data source object that publishes updates.</param>
/// <param name="period">The number of periods for volatility calculation.</param>
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public Yzv(object source, int period = DefaultPeriod) : this(period)
{
var pubEvent = source.GetType().GetEvent("Pub");
pubEvent?.AddEventHandler(source, new BarSignal(Sub));
}
[MethodImpl(MethodImplOptions.AggressiveInlining)]
protected override void ManageState(bool isNew)
{
if (isNew)
{
_prevClose = BarInput.Close;
_index++;
}
}
[MethodImpl(MethodImplOptions.AggressiveInlining | MethodImplOptions.AggressiveOptimization)]
protected override double Calculation()
{
if (!BarInput.IsNew)
return _prevValue;
ManageState(true);
// Calculate overnight volatility (close-to-open)
double co = Math.Log(BarInput.Open / _prevClose);
double vo = _maCo.Calc(co * co, true);
// Calculate open-to-close volatility
double oc = Math.Log(BarInput.Close / BarInput.Open);
double vc = _maOc.Calc(oc * oc, true);
// Calculate Rogers-Satchell volatility component
double lnHC = Math.Log(BarInput.High / BarInput.Close);
double lnHO = Math.Log(BarInput.High / BarInput.Open);
double lnLC = Math.Log(BarInput.Low / BarInput.Close);
double lnLO = Math.Log(BarInput.Low / BarInput.Open);
double rs = (lnHC * lnHO) + (lnLC * lnLO);
double vrs = _maRs.Calc(rs, true);
// Combine components with optimal weights
_prevValue = Math.Sqrt(vo + (K * vc) + ((1.0 - K) * vrs));
return _prevValue;
}
}