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namespace QuanTAlib;
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// https://www.mesasoftware.com/papers/TimeWarp.pdf
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public class Ltma : AbstractBase
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{
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private readonly double _gamma;
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private double _prevL0, _prevL1, _prevL2, _prevL3;
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private double _p_prevL0, _p_prevL1, _p_prevL2, _p_prevL3;
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public double Gamma => _gamma;
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public Ltma(double gamma = 0.1) : base()
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{
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if (gamma < 0 || gamma > 1)
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throw new ArgumentOutOfRangeException(nameof(gamma), "Gamma must be between 0 and 1.");
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_gamma = gamma;
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Name = $"Laguerre({gamma:F2})";
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WarmupPeriod = 4; // Minimum number of samples needed
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Init();
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}
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public Ltma(object source, double gamma = 0.1) : this(gamma)
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{
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var pubEvent = source.GetType().GetEvent("Pub");
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pubEvent?.AddEventHandler(source, new ValueSignal(Sub));
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}
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public override void Init()
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{
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base.Init();
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_prevL0 = _prevL1 = _prevL2 = _prevL3 = 0;
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}
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protected override void ManageState(bool isNew)
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{
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if (isNew)
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{
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_p_prevL0 = _prevL0;
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_p_prevL1 = _prevL1;
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_p_prevL2 = _prevL2;
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_p_prevL3 = _prevL3;
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_index++;
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}
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else
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{
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_prevL0 = _p_prevL0;
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_prevL1 = _p_prevL1;
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_prevL2 = _p_prevL2;
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_prevL3 = _p_prevL3;
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}
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}
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protected override double Calculation()
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{
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ManageState(Input.IsNew);
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// Laguerre filter calculation
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double _l0 = (1 - _gamma) * Input.Value + _gamma * _prevL0;
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double _l1 = -_gamma * _l0 + _prevL0 + _gamma * _prevL1;
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double _l2 = -_gamma * _l1 + _prevL1 + _gamma * _prevL2;
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double _l3 = -_gamma * _l2 + _prevL2 + _gamma * _prevL3;
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_prevL0 = _l0;
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_prevL1 = _l1;
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_prevL2 = _l2;
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_prevL3 = _l3;
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double filteredValue = (_l0 + 2 * _l1 + 2 * _l2 + _l3) / 6;
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IsHot = _index >= WarmupPeriod;
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return filteredValue;
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}
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}
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