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SSA Trend Predictor

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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トレンドインジケーター、トレンドトレーディングとフィルタリングのための画期的なソリューションで、すべての重要なトレンドツール機能が1つのツールに組み込まれています! 私たちの指標は、6年間の取引経験の後にトレーダーによって開発され、1つのチャートのみを介して、トレーダーはすべての市場トレンド(外国為替、インデックス、商品、暗号など)を監視します。それは外国為替シグナル(強いトレンドシグナル、トレンド反転シグナル)を生成します。 ブログにアクセスすると、インジケーターの無料バージョンをダウンロードできます。 Metatrader Testerの制限なしで、購入する前に試してみてください。 :  ここをクリック 私たちのトレンドシステムは2つの指標で構成されています: 1.Trend Screener Indicator :トレンドダッシュボード、チャートのトレンドライン、エントリーポイントなどを表示します。 2.Trend Line Map Indicator:ダッシュボードとして売買を表示し、アクティブなシグナルは利益/損失...などを表示します。        
50 USD
Supply Demand RSJ PRO
Supply Demand RSJ PRO
JETINVEST
インジケータSupplyDemand RSJ PROは、グラフ上に「Supply」ゾーンと「Demand」ゾーンを計算してプロットし、ゾーンのタイプ(弱い、強い、検証済み、証明済み)を識別し、ゾーンの再テストの場合は、その回数を示します。 再テストされました。 「供給」ゾーンは、需要よりも供給が多く発生し、価格が下がる価格ゾーンです。 「需要」ゾーンは、供給よりも多くの需要が発生し、価格を押し上げる価格ゾーンです。 ゾーンの分類 弱い:再テストされた場合、違反される可能性が高い価格地域。 強い:トレンドの方向を変えており、すぐに再テストされる可能性が低い価格地域。 検証済み:価格が高い地域。最大で1〜3回の再テストがありましたが、価格が地域を破ることはできませんでした。 実証済み:3回以上の再テストがあったが、価格がこの地域を突破できなかった、価格の高い地域。 壊れた/ターンコート:壊れた価格領域。サポートの場合は抵抗になり、サポートの場合は抵抗になります。 設定 視覚的な設定: 弱いゾーンを表示:弱いゾーンとして分類されたゾーンが表示されます。 テストされていないゾーンを表示
77 USD
Fibo World MT5
Fibo World MT5
Pavel Verveyko
The indicator builds a graphical analysis based on the Fibonacci theory. Fibo Fan is used for the analysis of the impulses and corrections of the movement. Reversal lines (2 lines at the base of the Fibonacci fan) are used to analyze the direction of movements. The indicator displays the of 4 the target line in each direction. The indicator takes into account market volatility. If the price is above the reversal lines, it makes sense to consider buying, if lower, then selling. You can op
97 USD
BW Dance
BW Dance
Andrey Dyachenko
BW Dance - Bill Williams Trading Chaos Signal MTF Indicator for MetaTrader 5 !!! This indicator is not a trading system !!! This is only a convenient tool for receiving signals of the Bill Williams trading system in visual and sound mode The main idea of ​​the indicator: display current signals of the BW system on the right edge of the chart, according to the principle HERE and NOW output signals in three ways: next to the price scale under / above price bottom of the chart - opposite
89 USD
Naragot Sentiment Market Outlook MT5
Naragot Sentiment Market Outlook MT5
Alexander Mordashov
Trade against the crowd using Naragot Sentiment Market Outlook! Get notifications to your Mobile MT4 Terminal while the sentiment changes! What is Sentiment Market Outlook? This is the ratio of buyers and sellers in the market right now. Naragot Sentiment Market Outlook collects the data from different brokers and monitoring services and provides you this information directly in the trading terminal. In order to provide the indicator up-to-date ratios data you should install and keep turned on
50 USD
Table of currency pairs
Table of currency pairs
Denis Khokhlov
Версия 2.0 2018.10.20 1. Добавлен расчет коэффициента ранговой корреляции Спирмена. 2. При наведении курсора на показатель таблицы появляется всплывающая подсказка (Расхождение RSI, направление сделок, информация о свопе). Table of currency pairs - разработана в помощь трейдеру торгующему на рынке Форекс по методу основанному на корреляционной зависимости валютных пар. Корреляционная зависимость между двумя инструментами рассчитывается через коэффициент К. Пирсона. Основная функция таблицы -
80 USD
Ez Channel MT5
Ez Channel MT5
Thushara Dissanayake
The   Ez Channel MT5   indicator automatically identifies real Trend Channel in the chart. Mini control panel available for adjusting time periods and save identified channel before change it with new movements. So using this indicator you never need to draw trend lines manually. You can simply view other available trend channels changing the time periods. Saved channels can view with any time-frame. So it is really useful for every Forex trader who use trend following strategies. Features Suita
50 USD
Stop Out aka iUrovenZero
Stop Out aka iUrovenZero
Vitalii Prushinskii
Данный индикатор создан по подобию i-UrovenZero.(использовался в мт4) Здесь в упрощенной форме, без излишеств. Индикатор укажет на графике, где находятся уровни полного слива, безубытка или  заданной вами прибыли в пунктах или деньгах. Итоговый расчёт по всем открытым ордерам. ------------------------- - уровень полного слива по счету; - уровень StopOut ; - уровень нулевой маржи ; - уровни по общему безубытку и отдельно по безубытку всех Buy ( Sell ) ордеров; - уровень сигнального расстояния
50 USD
Omega Scalping System Trend Histogram MT5
Omega Scalping System Trend Histogram MT5
Sergey Efimenko
The indicator is a complex four-line histogram. A position can be opened in a certain direction when all dots initially have the same color vertically. A dot color is determined after the current bar is closed and it is never repainted. The initial parameters are set for М15. I recommend using it together with my other Omega indicators. Omega Scalping System Colored Candles -  https://www.mql5.com/en/market/product/39297 Omega Scalping System Price Power -  https://www.mql5.com/en/market/produ
50 USD
MT5 Trend Currency Strength Pro
MT5 Trend Currency Strength Pro
STE S.S.COMPANY
通貨強度メーターは、現在どの通貨が強いか、どの通貨が弱いかをすばやく視覚的にガイドします。 メーターは、すべての外国為替クロスペアの強度を測定し、それらに計算を適用して、個々の通貨の全体的な強度を決定します。 28ペアのトレンドに基づいて通貨の強さに基づいて計算します。 MQL5ブログにアクセスすると、インジケーターの無料バージョンをダウンロードできます。 Metatrader Testerの制限なしで、購入する前に試してみてください: ここをクリック 1.ドキュメント すべてのトレンド通貨強度のドキュメント(手順)と戦略の詳細は、MQL5ブログのこの投稿で入手できます: ここをクリックしてください。 2.お問い合わせ ご不明な点がある場合やサポートが必要な場合は、プライベートメッセージでご連絡ください。 3.作成者 SAYADI ACHREF、フィンテックソフトウェアエンジニア、Finansyaの創設者。
50 USD
PipTick Cumulative Delta MT5
PipTick Cumulative Delta MT5
Michal Jurnik
PipTick Cumulative Delta indicator shows the cumulative sum of the single delta volume values. It provides a perfect overview of the current order flow context and helps traders decide in which direction to trade. They can also choose whether the indicator will be displayed as a candlestick or line chart. Calculation of delta volume is based on our PipTick Volume Delta indicator. As we all know, the forex market is decentralized and therefore we do not have a reliable information about real volu
67 USD
Engulfing 13EMA MT5
Engulfing 13EMA MT5
Janelovey Rongomaiwahine Kappely
Description: The Engulfing 13EMA is a Multi Timeframe Indicator that scans Multiple Symbols which will help you to identify potential trade set ups. As well as Forex, it can scan Crypto, Exotics, Metals, Indices, Energies or what ever else you have in your Market Watch list. You also have the option to enable/disable the time frames you want to scan. (M1,M5,M15,M30,H1,H4,D1,W1,MN1) An alert is presented when the 13EMA passes through certain Engulfing candles, based on certain parameters wi
80 USD
FibTracer
FibTracer
Syed Oarasul Islam
FibTracer is an interactive Fibonacci tool that is aim to improve and facilitate your Fibonacci trading style. This Indicator can generate Fibonacci Retracement levels in two different ways. You can select whether to draw Fibonacci Retracement levels based on you favourite ZigZag settings or you can let the indicator to draw Fibonacci Retracement level based on given number of periods.  You can also set Mobile and Email notification for your favourite Retracement levels individually. With this i
50 USD
FibExtender
FibExtender
Syed Oarasul Islam
This Indicator draws Fibonacci Extension levels in two different ways. You can select whether to draw Fibonacci Extension levels based on your favourite ZigZag settings or you can let the indicator to draw Fibonacci Extension  level based on given number of Bars or Candles.  You can also set Mobile and Email notification for your favourite Extension  levels individually. With this indicator you will not have to feel lonely as the it can generate Voice alerts, which will keep you focused on your
50 USD
FanTracer
FanTracer
Syed Oarasul Islam
This Indicator draws Fibonacci Fan levels in two different ways. You can select whether to draw Fibonacci Fan levels based on your favourite ZigZag settings or you can let the indicator to draw Fan levels based on given number of bars or candles.  You can also set Mobile and Email notification for your favourite Fan  levels individually. With this indicator you will not have to feel lonely as the it can generate Voice alerts, which will keep you focused on your trading and remove boredom.  Prod
50 USD
Blahtech Supply Demand MT5
Blahtech Supply Demand MT5
Blahtech Limited
Supply Demand uses previous price action to identify potential imbalances between buyers and sellers. The key is to identify the better odds zones, not just the untouched ones. Blahtech Supply Demand indicator delivers functionality previously unavailable on any trading platform. This 4-in-1 indicator not only highlights the higher probability zones using a multi-criteria strength engine, but also combines it with multi-timeframe trend analysis, previously confirmed swings and engulfing detecto
124 USD
Weis Wave with Alert MT5
Weis Wave with Alert MT5
Panagiotis Diamantopoulos
** NEW PLUTUS SIGNALS and ALL IN ONE ** Plutus Long and Short trading signals added (for more infor visit    http://www.tradethevolumewaves.com   Different Wave Types can be sellected. Choose what your cumulative Histogram diplays: Volume, Pips, Progressive Volume Rate, Time or Emphasized Volume Waves ** IF YOU PURCHASE DO NOT FORGET TO CONTACT ME BECAUSE THERE IS MORE. Free, two hour, one to one webinar covering setup , methodology and Q&A on any lifetime purchase. How to trade with it:   ht
499 USD
Alert Thrust Bar Scanner and Dashboard
Alert Thrust Bar Scanner and Dashboard
Ammar Yaseen
THRUST BAR ALERT!!!! THRUST BAR ALERT!!! Now you dont have to worry about going through each currency pair, your favorite stocks watch list or crypto to find BIG CANDLES (also called THRUST BARS ). This indicator does everything for you.   This indicator has the capability to  SCAN  different  CURRENCY PAIRS  and  TIMEFRAMES  to give you BIG CANDLE (THRUST BAR)  information through   ALERT (MOBILE NOTIFICATION, EMAIL AND PUSH NOTIFICATION) NOTE: If you are willing to scan more currency
50 USD
MR Reversal Patterns 5
MR Reversal Patterns 5
Sergey Khramchenkov
The indicator was created for the "Masters of Risk" trading system.   It shows the change in the trend structure of the market.  Indicator shows the key places in the market.  The patterns contain accumulated volume in the market.  The structure of the models is similar to the  MW indicators, but is created from scratch by the author's methodology.  Of the Patterns - Pattern 1 is more powerful than Pattern 2 for breaking the tendency of market movements.  In combination with "MR Range Breakouts
150 USD
Strong Trends With Magic Entries MT5
Strong Trends With Magic Entries MT5
FXsolutions
With this system you can spot high-probability trades in direction of strong trends. You can profit from stop hunt moves initiated by the smart money! Important Information How you can maximize the potential of the scanner, please read here: www.mql5.com/en/blogs/post/718109 Please read also the blog about the usage of the indicator: Professional Trading With Strong Momentum. With this system you have 3 reliable edges on your side: A strong trend (=high probability of continuation) A deep pu
59 USD
AO unpaid divergences
AO unpaid divergences
Diego Arribas Lopez
How to use the Demo version AO unpaid divergences MT5 - Goldenlifestyle AO unpaid divergences is the first indicator developed to detailed analyze Regular and Hidden Divergences. It uses this analysis to find out possible entry points and targets. Below some of the characteristics of this indicator:  Time saving Highly customizable Working for all pairs (Crypto, Forex, Stocks, Indices, Commodities...) Suitable for Scalping or Swing trading Possible reversal swings Alerts and Notifications on MT
450 USD
作者のその他のプロダクト
SSA Stochastic Limited Edition
SSA Stochastic Limited Edition
Roman Korotchenko
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
FREE
SSACD Forecast Limited Edition
SSACD Forecast Limited Edition
Roman Korotchenko
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
FREE
SSACD Forecast
SSACD Forecast
Roman Korotchenko
SSACD - Singular Spectral Average Convergence/Divergence This is an analogue of the MACD indicator based on 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. The recognized
10 USD
SSA Fast Trend Forecast
SSA Fast Trend Forecast
Roman Korotchenko
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. 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 to price series and to the data of other indicators. Implement
10 USD
SSA Stochastic
SSA Stochastic
Roman Korotchenko
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
10 USD
フィルタ:
Aleksandr Sosnovskiy
3946
Aleksandr Sosnovskiy 2021.06.26 00:03 
 

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Daniel Andrejczuk
5642
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Nork
6199
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レビューに返信
バージョン 2.2 2016.12.26
Modification to allow working with an expert
バージョン 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.
バージョン 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.