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SSA Stochastic

Stochastic oscillator with Singular Spectrum Analysis algorithms (SSA).

SSA is an effective method of treatment of non-stationary time series with unknown internal structure. It is used for the determination of the main components (trend, seasonal fluctuations and wave), smoothing and noise suppression. The method allows us to find previously unknown series periodicities and make forecasts on the basis of the detected periodic patterns.

The indicator signals are identical to the original signal indicator but have an important advantage - they do not have a time delay with respect to the price dynamics and more accurately and synchronously reflect the variability of the behavior of the price series. This is achieved by the fact that the "SSA-% D" signal is realized not by moving average, but using the low-pass filtering algorithm using the SSA. Thus, this indicator does not lag behind.

Adjustable noise filtering can significantly reduce the number of false alarms that are typical of the original indicator.

The forecast for "SSA-% K" and "SSA-% D" takes into account the totality of the detected different scale factors that determine the behavior of the price series and can be used to reduce risks in the strategy.

The characteristic behavior of signals and interpretation of the indicator correspond to the same properties of the Stochastic oscillator.

For the convenience of the user, both the original "% K" and "% D" and upgraded "SSA-% K" and "SSA-% D" calculations are provided here.

 

Options

  1. K period period of observations
  2. D period smoothing period
  3. Slowing repeated smoothing period
  4. Warning ranges ranges of warning signals
  5. Algorithm prediction method
  6. N: Data fragment fragment number of "%K" for analysis
  7. Time-dependent lag window effect of history on the value at the point
  8. % K high-frequency limit noise filtering option for the treatment of "%K".
  9. % D frequency limit setting smoothing and filtering for the construction of "%D".
  10. Forecast smoothing smoothing/regularization forecast
  11. Recalculate period period of updating the indicator values
  12. Predictable Points number of points of the prediction.
  13. BackwardShift shift back a history fragment for setting up the model and the forecast according to the known data.
  14. INTERFACE/Magic Number ID for the application of the indicator within an EA
  15. VISUAL OPTIONS "SSA-% K" and "SSA-% D" graph color settings.


Explanation of the choice of parameters

High frequence limit determines the level of filtering and suppression of random noise in the data. Oscillations whose contributions do not exceed this level will be filtered out.

BacwardShift for setting the indicator for a particular set of data. Specifying the offset allows us to compare the forecast with known values and select the indicator settings more accurately.

Forecast smoothing balance the results of the projection, suppressing "outliers" or by using "weighting factors", taking into account the importance of previous results.

NOTE: If you choose "weight" option of smoothing the forecast, the four assessments of the forecast values are performed on the first indicator calculation step to initialize the smoothing stack.

Therefore, the first step requires more computing time.  It is not required in the next steps.

Magic Number. Connecting the results of the indicator to an EA is possible when requesting 8 ("% K" -Original), 9 ("% D" -Original), 10 ("SSA-% K") , 11 ("SSA-% D")  and 12 ("Warning Signal") buffers.

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AguiaTraders F12 PRO
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Renato Fiche Junior
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VIX 75 Step Index
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Namu Makwembo
Upgraded - Stars added to indentify Areas you can scale in to compound on your entry  when buying or selling version 2.4 Upgraded Notifications and alerts added version 2.3 *The indicator is suitable for all pairs fromm  Deriv pairs (Vix,jump,boom & crash indices) , Currencies, cryptos , stocks(USA100, USA30 ), and metals like gold etc. How does it work? The Accuracy and efficiency of the indicators depends on your preferred style of trading  Increasing the period make it more stable hence w
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Color Candles Identify the Major Trend
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Ziheng Zhuang
The indicator includes two parts. Part I: Color Candles Show the Major Trend Color candles is to identify the market state by color candlesticks. As shown in the screenshots, if the color is Aqua, the market is in a state when you should place long orders or exit short orders. If the color is Tomato, it is the time to place short orders or exit long orders. If the color is changing, it is better to wait for its completion (until the current bar is closed). Part II: Draw bands The inner bands is
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Pinbar Scanner For Multi Pair And Multi Time Frame
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ScorpionFX
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Ultimate Moving Average Crossover Multi Pair MT5
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ScorpionFX
(FOR MT5)  Ultimate Moving Average Crossover Multi Pair And Multi Time Frame :   This indicator has been designed to find various types of moving average crossovers. And combined with your own rules and techniques, this indicator will allow you to create (or enhance) your own powerful system.   - Moving average crossovers are very simple to trade, with clear "buy or sell" signals. - Moving average crossovers offer a clear indication of the different phases of a trend.    Such as expansion, pul
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Aleksandr Sosnovskiy
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Aleksandr Sosnovskiy 2021.06.26 00:05 
 

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Aurora
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Aurora 2017.12.09 16:54 
 

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Version 2.0 2017.04.12
Modified the algorithm. Fixed the inaccuracies. Prepared for integration with an expert.