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Spearman Rank Correlation Coefficient 策略

该配对交易策略计算两个证券之间的斯皮尔曼等级相关系数。当相关性高于正阈值时，策略做空第一个证券并做多第二个证券；当相关性低于负阈值时，则执行相反操作。当相关性回到零附近时平仓。

详情

  • 入场条件：
    • 做多第一 / 做空第二：correlation < -Threshold。
    • 做空第一 / 做多第二：correlation > Threshold。
  • 多空方向：配对交易。
  • 出场条件：
    • 相关性的绝对值 < Threshold / 2。
  • 止损：无。
  • 默认参数：
    • CorrelationPeriod = 10
    • Threshold = 0.8
  • 过滤器：
    • 类别: Correlation
    • 方向: Both
    • 指标: Spearman Rank Correlation
    • 止损: No
    • 复杂度: 中等
    • 时间框架: 中期
    • 季节性: 无
    • 神经网络: 无
    • 背离: 无
    • 风险等级: 中等
using System;
using System.Collections.Generic;

using Ecng.Common;

using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;

namespace StockSharp.Samples.Strategies;

/// <summary>
/// Spearman rank correlation coefficient strategy using EMA crossover.
/// </summary>
public class SpearmanRankCorrelationCoefficientStrategy : Strategy
{
	private readonly StrategyParam<int> _slowLength;
	private readonly StrategyParam<DataType> _candleType;

	public int SlowLength { get => _slowLength.Value; set => _slowLength.Value = value; }
	public DataType CandleType { get => _candleType.Value; set => _candleType.Value = value; }

	public SpearmanRankCorrelationCoefficientStrategy()
	{
		_slowLength = Param(nameof(SlowLength), 40)
			.SetGreaterThanZero()
			.SetDisplay("Slow Length", "Slow EMA period", "General");

		_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(5).TimeFrame())
			.SetDisplay("Candle Type", "Candle type", "General");
	}

	public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
		=> [(Security, CandleType)];

	protected override void OnStarted2(DateTime time)
	{
		base.OnStarted2(time);
		var fast = new ExponentialMovingAverage { Length = 14 };
		var slow = new ExponentialMovingAverage { Length = SlowLength };
		var prevF = 0m; var prevS = 0m; var init = false;
		var lastSignal = DateTimeOffset.MinValue;
		var cooldown = TimeSpan.FromMinutes(360);
		var subscription = SubscribeCandles(CandleType);
		subscription.Bind(fast, slow, (candle, f, s) =>
		{
			if (candle.State != CandleStates.Finished) return;
			if (!fast.IsFormed || !slow.IsFormed) return;
			if (!init) { prevF = f; prevS = s; init = true; return; }
			if (candle.OpenTime - lastSignal >= cooldown)
			{
				if (prevF <= prevS && f > s && Position <= 0) { BuyMarket(); lastSignal = candle.OpenTime; }
				else if (prevF >= prevS && f < s && Position >= 0) { SellMarket(); lastSignal = candle.OpenTime; }
			}
			prevF = f; prevS = s;
		}).Start();
		var area = CreateChartArea();
		if (area != null) { DrawCandles(area, subscription); DrawIndicator(area, fast); DrawIndicator(area, slow); DrawOwnTrades(area); }
	}
}