Files
2024-11-03 23:59:03 +00:00

130 lines
3.6 KiB
C#

using System.Runtime.CompilerServices;
namespace QuanTAlib;
/// <summary>
/// HLV: High-Low Volatility
/// A volatility measure based on the high-low range relative
/// to the previous close, capturing intraday price movements.
/// </summary>
/// <remarks>
/// The HLV calculation process:
/// 1. Calculate normalized high-low range
/// 2. Take rolling average over period
/// 3. Convert to annualized volatility
///
/// Key characteristics:
/// - Captures intraday price movements
/// - Uses high, low, and previous close
/// - Default period is 20 days
/// - Annualized by default
/// - Expressed as a percentage
///
/// Formula:
/// Range = (High - Low) / PrevClose
/// HLV = sqrt(sum(Range² / period) * 252) * 100
///
/// Market Applications:
/// - Volatility measurement
/// - Risk assessment
/// - Trading range analysis
/// - Market regime identification
/// - Position sizing
///
/// Sources:
/// Parkinson (1980) modified
/// The Extreme Value Method for Estimating the Variance of the Rate of Return
/// Journal of Business 53(1): 61-65
///
/// Note: Returns annualized volatility as a percentage
/// </remarks>
[SkipLocalsInit]
public sealed class Hlv : AbstractBase
{
private readonly int _period;
private readonly bool _annualize;
private readonly CircularBuffer _ranges;
private double _prevClose;
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public Hlv(int period = 20, bool annualize = true)
{
_period = period;
_annualize = annualize;
WarmupPeriod = period + 1; // Need one extra period for previous close
Name = $"HLV({_period})";
_ranges = new CircularBuffer(period);
Init();
}
/// <param name="source">The data source object that publishes updates.</param>
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public Hlv(object source, int period = 20, bool annualize = true) : this(period, annualize)
{
var pubEvent = source.GetType().GetEvent("Pub");
pubEvent?.AddEventHandler(source, new BarSignal(Sub));
}
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public override void Init()
{
base.Init();
_prevClose = 0;
_ranges.Clear();
}
[MethodImpl(MethodImplOptions.AggressiveInlining)]
protected override void ManageState(bool isNew)
{
if (isNew)
{
_lastValidValue = Value;
_index++;
}
}
[MethodImpl(MethodImplOptions.AggressiveInlining | MethodImplOptions.AggressiveOptimization)]
protected override double Calculation()
{
ManageState(BarInput.IsNew);
// Skip first period to establish previous close
if (_index == 1)
{
_prevClose = BarInput.Close;
return 0;
}
// Calculate normalized range
double range = (BarInput.High - BarInput.Low) / _prevClose;
double squaredRange = range * range;
_ranges.Add(squaredRange);
// Store current close for next calculation
_prevClose = BarInput.Close;
// Need enough values for calculation
if (_index <= _period)
{
return 0;
}
// Calculate average squared range
double avgSquaredRange = _ranges.Average();
// Calculate volatility
double volatility = Math.Sqrt(avgSquaredRange);
// Annualize if requested
if (_annualize)
{
volatility *= Math.Sqrt(252);
}
// Convert to percentage
volatility *= 100;
IsHot = _index >= WarmupPeriod;
return volatility;
}
}