Files
QuanTAlib/lib/statistics/ztest/Ztest.Quantower.cs
T
Miha Kralj b3a64f18fa Implement ZTEST: One-Sample t-Test Statistic with validation tests
- Added Ztest class to compute the one-sample t-statistic using sample standard deviation with Bessel correction.
- Implemented validation tests for Ztest to ensure accuracy against manual calculations and PineScript.
- Updated documentation for Ztest, detailing its mathematical foundation, performance profile, and common pitfalls.
- Adjusted NDepend badges to reflect changes in code metrics after implementation.
- Updated missing indicators report to reflect the completion of statistical indicators, including ZTEST.
2026-02-16 16:54:36 -08:00

64 lines
2.2 KiB
C#

using System.Drawing;
using System.Runtime.CompilerServices;
using TradingPlatform.BusinessLayer;
namespace QuanTAlib;
[SkipLocalsInit]
public sealed class ZtestIndicator : Indicator, IWatchlistIndicator
{
[InputParameter("Period", sortIndex: 1, 2, 2000, 1, 0)]
public int Period { get; set; } = 30;
[InputParameter("Hypothesized Mean (μ₀)", sortIndex: 2)]
public double Mu0 { get; set; } = 0.0;
[IndicatorExtensions.DataSourceInput]
public SourceType Source { get; set; } = SourceType.Close;
[InputParameter("Show cold values", sortIndex: 21)]
public bool ShowColdValues { get; set; } = true;
private Ztest _ztest = null!;
private readonly LineSeries _series;
private Func<IHistoryItem, double> _priceSelector = null!;
public static int MinHistoryDepths => 0;
int IWatchlistIndicator.MinHistoryDepths => MinHistoryDepths;
public override string ShortName => $"ZTEST({Period})";
public override string SourceCodeLink => "https://github.com/mihakralj/QuanTAlib/blob/main/lib/statistics/ztest/Ztest.Quantower.cs";
public ZtestIndicator()
{
OnBackGround = true;
SeparateWindow = true;
Name = "ZTEST - One-Sample t-Test Statistic";
Description = "Computes the t-statistic for a one-sample hypothesis test against a hypothesized mean";
_series = new LineSeries(name: "t-stat", color: IndicatorExtensions.Statistics, width: 2, style: LineStyle.Solid);
AddLineSeries(_series);
}
[MethodImpl(MethodImplOptions.AggressiveInlining)]
protected override void OnInit()
{
_ztest = new Ztest(Period, Mu0);
_priceSelector = Source.GetPriceSelector();
base.OnInit();
}
[MethodImpl(MethodImplOptions.AggressiveInlining)]
protected override void OnUpdate(UpdateArgs args)
{
var item = this.HistoricalData[this.Count - 1, SeekOriginHistory.Begin];
double value = _priceSelector(item);
var time = this.HistoricalData.Time();
var input = new TValue(time, value);
TValue result = _ztest.Update(input, args.IsNewBar());
_series.SetValue(result.Value, _ztest.IsHot, ShowColdValues);
}
}