chore: import upstream snapshot with attribution
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/*
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* QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals.
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* Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation.
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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namespace QuantConnect.Indicators
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{
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/// <summary>
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/// The Regression Channel indicator extends the <see cref="LeastSquaresMovingAverage"/>
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/// with the inclusion of two (upper and lower) channel lines that are distanced from
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/// the linear regression line by a user defined number of standard deviations.
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/// Reference: http://www.onlinetradingconcepts.com/TechnicalAnalysis/LinRegChannel.html
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/// </summary>
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public class RegressionChannel : Indicator, IIndicatorWarmUpPeriodProvider
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{
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/// <summary>
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/// Gets the standard deviation
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/// </summary>
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private readonly IndicatorBase<IndicatorDataPoint> _standardDeviation;
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/// <summary>
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/// Gets the linear regression
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/// </summary>
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public LeastSquaresMovingAverage LinearRegression { get; }
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/// <summary>
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/// Gets the upper channel (linear regression + k * stdDev)
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/// </summary>
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public IndicatorBase<IndicatorDataPoint> UpperChannel { get; }
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/// <summary>
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/// Gets the lower channel (linear regression - k * stdDev)
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/// </summary>
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public IndicatorBase<IndicatorDataPoint> LowerChannel { get; }
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/// <summary>
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/// The point where the regression line crosses the y-axis (price-axis)
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/// </summary>
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public IndicatorBase<IndicatorDataPoint> Intercept => LinearRegression.Intercept;
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/// <summary>
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/// The regression line slope
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/// </summary>
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public IndicatorBase<IndicatorDataPoint> Slope => LinearRegression.Slope;
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/// <summary>
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/// Gets a flag indicating when this indicator is ready and fully initialized
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/// </summary>
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public override bool IsReady => _standardDeviation.IsReady && LinearRegression.IsReady && UpperChannel.IsReady && LowerChannel.IsReady;
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/// <summary>
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/// Required period, in data points, for the indicator to be ready and fully initialized.
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/// </summary>
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public int WarmUpPeriod { get; }
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/// <summary>
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/// Initializes a new instance of the <see cref="RegressionChannel"/> class.
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/// </summary>
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/// <param name="name">The name of this indicator</param>
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/// <param name="period">The number of data points to hold in the window</param>
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/// <param name="k">The number of standard deviations specifying the distance between the linear regression and upper or lower channel lines</param>
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public RegressionChannel(string name, int period, decimal k)
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: base(name)
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{
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_standardDeviation = new StandardDeviation(period);
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LinearRegression = new LeastSquaresMovingAverage(name + "_LinearRegression", period);
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LowerChannel = LinearRegression.Minus(_standardDeviation.Times(k), name + "_LowerChannel");
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UpperChannel = LinearRegression.Plus(_standardDeviation.Times(k), name + "_UpperChannel");
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WarmUpPeriod = period;
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}
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/// <summary>
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/// Initializes a new instance of the <see cref="LeastSquaresMovingAverage"/> class.
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/// </summary>
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/// <param name="period">The number of data points to hold in the window.</param>
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/// <param name="k">The number of standard deviations specifying the distance between the linear regression and upper or lower channel lines</param>
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public RegressionChannel(int period, decimal k)
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: this($"RC({period},{k})", period, k)
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{
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}
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/// <summary>
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/// Computes the next value of this indicator from the given state
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/// </summary>
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/// <param name="input">The input given to the indicator</param>
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/// <returns>
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/// A new value for this indicator
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/// </returns>
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protected override decimal ComputeNextValue(IndicatorDataPoint input)
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{
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_standardDeviation.Update(input);
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LinearRegression.Update(input);
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return LinearRegression.Current.Value;
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}
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/// <summary>
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/// Resets this indicator and all sub-indicators (StandardDeviation, LowerBand, MiddleBand, UpperBand)
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/// </summary>
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public override void Reset()
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{
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_standardDeviation.Reset();
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LinearRegression.Reset();
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LowerChannel.Reset();
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UpperChannel.Reset();
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base.Reset();
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}
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}
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}
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