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SSA Trend Predictor

3.5

This indicator extracts a trend from a price series and forecasts its further development. Algorithm is based on modern technique of Singular Spectral Analysis (SSA). SSA is used for extracting the main components (trend, seasonal and wave fluctuations), smoothing and eliminating noise. It does not require the series to be stationary, as well as the information on presence of periodic components and their periods. It can be applied both for trend and for another indicators.


Features of the method and operation principle

Dynamics of prices is presented as a process caused by influence of factor on different scales and additional "noise". Influence factors determine the trend and regularities of price changes, noise oscillations hide the useful information. Processing by the Caterpillar-SSA method allows to separate subspaces of the signal and noise, evaluate the contribution and scale of significant influence factors. Extracted "signal" does not have phase delays unlike the conventional filtering methods and smoothed average. A forecast is plotted based on the identified trend and periodicity. Forecast based on a properly chosen model is the hedging method in the trading strategy.


Usage

Managing the indicator parameters allows to adjust the smoothness of the extracted trend and to control the noise filtering threshold, consider on suppress the contribution of the components in the signal, which affect it on different time scales. The optimum decomposition of data into signal and noise components is determined using the time horizon of the trading strategy and the current market situation.


Forecast

The forecast of the future values is performed according to the constructed model, which considers the statistical characteristics of data and the best within the model. Note that the "left out" influence factors can be very significant. Adequate model - good forecast. It is necessary to focus on quality and not quantity forecast of price fluctuations and use it as a hedging signal.


Parameters

  1. Algorithm — forecast algorithm (1 — vector, 2 — recurrent),
  2. N: Data fragment — length of the analyzed price series,
  3. Time-dependent lag — determine the influence history on counting (N/2, N/2.5, N/3),
  4. Noise High-Freq limit — parameter for filtering noise for the trend (remove the contribution of high frequency oscillations),
  5. Recalculate period – indicator recalculation period (sec),
  6. Predictable points — number of forecast points,
  7. Backward shift (test) — backward shift of analyzed fragment in history. For construction of the model and forecast according to the known data.
  8. * VISUAL OPTIONS *
  9. General parts — color for trend view,
  10. Prediction — color for forecast view,
  11. Plot style — line or histogram plot style.


Recommendations

The best length of the price series fragment (N) is selected based on the statistical uniformity of data (200-600 points).

The parameter for filtering noise - Noise HF Limit: the longer the series, the smaller the filtration parameter. For the short fragments, the evaluation of the statistical properties is performed with an increased error - the level should be increased.

The number of prediction points with acceptable forecast probability is 10-30 in a customized model. For further analysis, it is reasonable to use a more coarse timeframe. Simultaneous application of the two indicators with different parameters (N=400 and 250) will show the divergence of influence factors related to different time scales or will confirm the forecast.

P.S. Implementation with the FFT algorithm allowed to improve the data processing speed by more than 50 times compared to the normal method. It is presented in SSA Fast Trend Forecast.

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"The Squeeze indicator attempts to identify periods of consolidation in a market. In general the market is either in a period of quiet consolidation or vertical price discovery. By identifying these calm periods, we have a better opportunity of getting into trades with the potential for larger moves. Once a market enters into a "squeeze," we watch the overall market momentum to help forecast the market direction and await a release of market energy." The Modified TTM Squeeze Indicator is a modi
149 USD
The 'Volume by Price' indicator is a technical analysis data visualization tool used to identify key levels and ranges. Features both Volume Profile and Market Profile (Time Price Opportunity), and also includes Volume Weighted Average Price (VWAP) and Initial Balance (IB). Multiple composition objects to assign and comprehensive positioning options. Indicate volume- and TPO-based Point of Control (VPOC/TPOC), Value Area (VA) and High/Low Volume Nodes (HVN/LVN) by various visualization methods
119.95 USD
ACB Breakout Arrows MT5
KEENBASE SOFTWARE SOLUTIONS
5 (1)
The ACB Breakout Arrows indicator provides a crucial entry signal in the market by detecting a special breakout pattern. The indicator constantly scans the chart for a settling momentum in one direction and provide the accurate entry signal right before the major move. MT4 Version is available here https://www.mql5.com/en/market/product/20818 Key features Stoploss   and Take Profit levels are provided by the indicator. Comes with a MTF Scanner dashboard which tracks the breakout signals ac
180 USD
This dashboard is an alert tool for use with the market structure reversal indicator. It's primary purpose is to alert you to reversal opportunities on specific time frames and also to the re-tests of the alerts (confirmation) as the indicator does. The dashboard is designed to sit on a chart on it's own and work in the background to send you alerts on your chosen pairs and timeframes. It was developed after many people requested a dash to monitor multiple pairs and time frames at once rather th
49 USD
Mega Spikes Max
Niccyril Chirindo
The best Tool to Catch Boom and Crash Spikes like a Pro!!! You want to become a constantly Boom and Crash Trader This is an advanced indicator used to catch Boom and Crash Indices spikes beforehand. It alerts on high probability entries with an amazing success rate. We recommend using a Virtual Private Server for receiving 24/7 notifications via email or phone How to trade with Mega Spikes Max 1.4 ? When arrow is displayed on the chart wait for audible alert or push notification to be sen
231 USD
Royal Wave Pro M5
Vahidreza Heidar Gholami
Royal Wave is a Trend-Power oscillator which has been programmed to locate and signal low-risk entry and exit zones. Its core algorithm statistically analyzes the market and generates trading signals for overbought, oversold and low volatile areas. By using a well-designed alerting system, this indicator makes it easier to make proper decisions regarding where to enter and where to exit trades. Features Trend-Power Algorithm Low risk Entry Zones and Exit Zones Predictions for Overbought and Ov
69 USD
PZ Trend Trading MT5
PZ TRADING SLU
3 (2)
Trend Trading ist ein Indikator, der so weit wie möglich von den Markttrends profitiert, indem er Pullbacks und Breakouts zeitlich festlegt. Sie findet Handelsmöglichkeiten, indem sie analysiert, was der Preis während etablierter Trends tut. [ Installationsanleitung | Update-Anleitung | Fehlerbehebung | FAQ | Alle Produkte ] Handeln Sie mit Zuversicht und Effizienz an den Finanzmärkten Profitieren Sie von etablierten Trends, ohne ins Wanken zu geraten Profitable Pullbacks, Ausbrüche und vor
299 USD
The indicator was created for the "Masters of Risk" trading system.  The settings are compared with  volumes in NinjaTrader 8 terminal with CQG datafeed . The settings of EURUSD-6E , GBPUSD-6B , AUDUSD-6A and other currency pairs were compared.  The indicator shows the cumulative volume of candles that are in the rectangle.  You can add a new one with "+" button and delete it with “x” button.  Using the “L” button, you can continue the POC and mode level s.  "MR Volume Profile Rectangles 5" is
150 USD
The indicator identifies when a divergence occurs between price and an oscillator/indicator. It identifies both regular and hidden divergences. It has a RSI filter option which makes it possible to filter out only the strongest setups. The indicator also offers options to wait for an Engulfing formation, Donchian channel breakout or for price to cross a moving average  (see screenshot #3)   to confirm the divergence before signaling the trade opportunity. Combined with your own rules and techniq
59 USD
Robos
Namu Makwembo
5 (1)
New Upgraded   version 3.1   ,   The indicator is a *Multi timeframe oscillator that targets  the highest selling and lowest buying levels , a signal is indicated by the two lines crossing Compatibility : All tradable Currency pairs, Synthetic indices ,Metals,  Crypto, NASDAQ etc suitable for scalping and Swing trading, It can also be used as additional Confluence to enter a trade  when Price is at a significant level of supply and demand or Trendline touch  MT4/MT5 versions available ,get in to
46 USD
Golden Spikes Detector
Batsirayi L Marango
5 (1)
Golden Spikes Detector This indicator is based on an advanced strategy primarily for trading spikes on Boom and Crash Indices. Complex algorithms were implanted to detect high probability entries only. It alerts on potential Buy and Sell entries. To trade spikes on the Deriv or Binary broker, only take Buy Boom and Sell Cash alerts. It was optimised for 5-minute timeframe. Features ·          Sends push notifications to mobile phone ·          Pop up and sound alerts on computer or laptop ·     
150 USD
MT4 Version Available Here:   https://www.mql5.com/en/market/product/43555 Telegram Channel & Group :  https://t.me/bluedigitsfx V.I.P Group Access:   Send Payment Proof to our Inbox Recommended Broker:   https://eb4.app/BDFXOsprey *All In One System Indicator, Breakthrough solution for any Newbie or Expert Trader! The BlueDigitsFx Easy 123 System makes it easy to identify important areas of market structure. It alerts you to changes in market structure which typically occur when a revers
50 USD
FX Volume MT5
Daniel Stein
4.88 (8)
Following the smart money is finally possible! FX Volume   is the FIRST and ONLY volume indicator   that provides a REAL insight into the market sentiment from a broker's point of view. It provides awesome insights into how institutional market participants, like brokers, are positioned in the Forex market, much faster than COT reports. Seeing this information directly on your chart is the real game-changer and breakthrough solution for your trading. Please read our basic tutorial ->   "Ho
75 USD
Divergenzen sind schwierig zu finden und seltener anzutreffen. Sie sind eines der zuverlässigsten Handelsszenarien. Dieser Indikator sucht automatisch mit Ihrem bevorzugten Oszillator nach regelmäßigen und versteckten Abweichungen. [ Installationsanleitung | Update-Anleitung | Fehlerbehebung | FAQ | Alle Produkte ] Einfach zu handeln Findet regelmäßige und versteckte Abweichungen Unterstützt viele bekannte Oszillatoren Implementiert Handelssignale basierend auf Ausbrüchen Zeigt geeignete
299 USD
Arielfx Wyckoff Wizard
Edward Charlton Jones
5 (4)
Telegrammiere mich https://t.me/ArielfxWyckoff Wie funktioniert es? Der Wyckoff-Assistent verwendet eine Multi-Zeitrahmen-Analyse. Einfacher ausgedrückt überwacht der Indikator zwei Zeitrahmen. Ein höherer Zeitrahmen und ein niedrigerer Zeitrahmen. Der Indikator bestimmt den Trend durch Analyse des Auftragsflusses und der Auftragsstruktur im höheren Zeitrahmen (z. B. 4 Stunden). Sobald der Trend und der Auftragsfluss bestimmt wurden, verwendet der Indikator die vorherige Marktstruktur und Preisa
75 USD
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An analogue of the Stochastic oscillator based on algorithms of singular spectrum analysis (SSA) SSA is an effective method to handle non-stationary time series with unknown internal structure. It is used for determining the main components (trend, seasonal and wave fluctuations), smoothing and noise reduction. The method allows finding previously unknown series periods and make forecasts on the basis of the detected periodic patterns. Indicator signals are identical to signals of the original i
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SSACD - Singular Spectrum Average Convergence/Divergence This is an analogue of the MACD indicator based on the Caterpillar-SSA ( Singular Spectrum Analysis ) method. Limited version of the SSACD Forecast indicator. Limitations include the set of parameters and their range. Specificity of the method The Caterpillar-SSA is an effective method to handle non-stationary time series with unknown internal structure. The method allows to find the previously unknown periodicities of the series and mak
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Auswahl:
Aleksandr Sosnovskiy
3544
Aleksandr Sosnovskiy 2021.06.26 00:03 
 

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[Gelöscht] 2019.01.14 06:34 
 

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Daniel Andrejczuk
5652
Daniel Andrejczuk 2017.11.09 02:59 
 

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Antwort auf eine Rezension
Version 2.4 2021.11.25
The latest version of the MQL5 compiler was used.
Version 2.2 2016.12.26
Modification to allow working with an expert
Version 2.1 2016.09.09
Added ability to apply the product to other indicators (and not to price series only).
Improved managing graphical parameters. Changed the description.
Version 2.0 2016.08.25
Interface is improved.
Regime of periodical calculation is realized to reduce the computational load.
The forecasting algorithm has become more accurate.