Files
2024-11-03 23:47:53 +00:00

114 lines
3.3 KiB
C#

using System.Runtime.CompilerServices;
namespace QuanTAlib;
/// <summary>
/// UI: Ulcer Index
/// A technical indicator that measures downside risk by incorporating both
/// the depth and duration of price declines over a given period.
/// </summary>
/// <remarks>
/// The UI calculation process:
/// 1. Calculate percentage drawdown from recent high for each period
/// 2. Square the drawdowns to emphasize larger declines
/// 3. Calculate the average of squared drawdowns
/// 4. Take the square root of the average
///
/// Key characteristics:
/// - Measures downside volatility
/// - Emphasizes larger drawdowns
/// - Default period is 14 days
/// - Always positive
/// - No upper bound
///
/// Formula:
/// Drawdown = ((Close - 14-period High) / 14-period High) * 100
/// UI = sqrt(sum(Drawdown^2) / period)
///
/// Market Applications:
/// - Risk assessment
/// - Portfolio analysis
/// - Trading system evaluation
/// - Market timing
/// - Trend strength measurement
///
/// Sources:
/// Peter Martin - Original development (1987)
/// https://www.investopedia.com/terms/u/ulcerindex.asp
///
/// Note: Higher values indicate higher risk due to deeper or more frequent drawdowns
/// </remarks>
[SkipLocalsInit]
public sealed class Ui : AbstractBase
{
private readonly int _period;
private readonly CircularBuffer _prices;
private readonly CircularBuffer _drawdowns;
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public Ui(int period = 14)
{
_period = period;
WarmupPeriod = period;
Name = $"UI({_period})";
_prices = new CircularBuffer(period);
_drawdowns = new CircularBuffer(period);
Init();
}
/// <param name="source">The data source object that publishes updates.</param>
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public Ui(object source, int period = 14) : this(period)
{
var pubEvent = source.GetType().GetEvent("Pub");
pubEvent?.AddEventHandler(source, new BarSignal(Sub));
}
[MethodImpl(MethodImplOptions.AggressiveInlining)]
public override void Init()
{
base.Init();
_prices.Clear();
_drawdowns.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);
// Add current price to buffer
_prices.Add(BarInput.Close);
// Need enough prices for calculation
if (_index <= _period)
{
return 0;
}
// Calculate maximum price in period
double maxPrice = _prices.Max();
// Calculate percentage drawdown
double drawdown = Math.Abs(maxPrice) > double.Epsilon ? ((BarInput.Close - maxPrice) / maxPrice) * 100 : 0;
// Add squared drawdown to buffer
_drawdowns.Add(drawdown * drawdown);
// Calculate Ulcer Index
double ui = Math.Sqrt(_drawdowns.Average());
IsHot = _index >= WarmupPeriod;
return ui;
}
}