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