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SOMFX1Predictor

If you like trading by candle patterns and want to reinforce this approach by modern technologies, this indicator and other related tools are for you. In fact, this indicator is a part of a toolbox, that includes a neural network engine implementing Self-Organizing Map (SOM) for candle patterns recognition, prediction, and provides you with an option to explore input and resulting data. The toolbox contains:

  • SOMFX1Builder - a script for training neural networks; it builds a file with generalized data about most characteristic price figures which can be used for next bars prediction either in a built-in sub-window (see SOMFX1 below), or directly on the chart (see SOMFX1Predictor below);
  • SOMFX1 - the indicator for price pattern prediction and visual analysis of a trained neural network, input and resulting data (in a separate sub-window);
  • SOMFX1Predictor - this indicator for predicting price patterns just in the main window;
The tools are separated from each other due to some MetaTrader 4 limitations, for example, it's not currently possible to run lengthy calculations in indicators because they are executed in the main thread.

In brief, all the process of price analysis, network training, pattern recognition and prediction supposes the following steps:

  1. Build a neural network by SOMFX1Builder;
  2. Analyze the resulting neural network performance by means of SOMFX1; if not satisfied, repeat step 1 with new settings; you may skip this step if you wish;
  3. Use final neural network for price pattern prediction using SOMFX1Predictor.

Please find details about step 1 and 2 - network training and visual analysis of data on the web-pages of corresponding tools - SOMFX1Builder and SOMFX1. This document covers SOMFX1Predictor usage.

This is just a warning to make it clear: this indicator requires a file built by SOMFX1Builder. So, you need either to install SOMFX1Builder and generate the file in accordance to your needs, or ask a friend (who's having this script) to build the file for you and send it to you.


How it works

This indicator is the most simple part of the neural network toolbox. It takes a file with a trained network and shows you prediction of the network on the chart. This is a red line which can be partially thick and partially thin. Thick fragments denote bars where the network is more confident in its prediction than on thin fragments. The prediction starts on the vertical dotted line in yellow named "FromPastToFuture". You can drag the line to an arbitrary position, and the indicator will read current sample at this position, and run SOM against this sample, so you'll see new prediction. The current price sample is a fragment of price deltas taken from PatternSize bars to the left of the "FromPastToFuture" line. When you open the indicator first time, the line is placed at LearnStop bar. If you move the line to 0-th bar, the indicator will automatically keep the line on new 0-th bars which will appear in future, that is the line will stick to the latest bar.

Please note, that the prediction starts at the current bar, that is the current bar is also predicted. This is done because current bar is usually unfinished and requires prediction as well. Moreover, if we could take currently unfinished bar into consideration, it will make prediction inconsistent (unstable during current bar lifetime). Due to the fact that current bar is predicted, the red line with prediction starts 1 bar left to the vertical line "FromPastToFuture" - it shows how price should change on the current bar.

The indicator can optionaly show the neural network itself, when ShowMap is true. In this case the indicator displays 2 square maps on the main chart.

The left square denotes current activity of every neuron: neurons with high excitation are shown in red, and neurons with high inhibition are shown in blue. In other words, the redder the cell on the map, the better it fits to current price sample.

The second - right-side - square map displays "population density" of every unit, that is its color denotes number of samples occured in the trainig data, which are landed to corresponding cell and formed corresponding price pattern. Again red color means relatively high population, and blue - relatively small. Gray cells do not have corresponding samples in training data.


Parameters

  • LearnStart - number of a bar in history, or an exact date and time of the bar (in the format "YYYY.MM.DD HH:MM"), where training data began; this parameter is a string, whick allows you to enter either a number or a date; this parameter is used here not for training but for building actual price samples (corresponded to the network), which is important if UseAverage parameter is true (see below), as well as for map "population" visualization; default value - 5001; if you enter an automatically generated filename in NetFileName parameter (see below), the indicator parses the name and overrides this parameter by a value from the name; in other words, this parameter has no effect when an automatically generated filename is specified in NetFileName parameter.
  • LearnStop - number of a bar in history, or an exact date and time of the bar (in the format "YYYY.MM.DD HH:MM"), where training data ended; this parameter is also a string; default value - 1; this parameter is used here not for training but for building actual price samples (corresponded to the network), which is important if UseAverage parameter is true, and for map "population" visualization; this parameter has no effect when an automatically generated filename is specified in NetFileName parameter;
  • PatternSize - number of bars in a single pattern; default value - 5; this parameter has no effect when an automatically generated filename is specified in NetFileName parameter;
  • GridSize - dimentions of the map; this is a number of cells/units on X and Y axes; allowed values: 3 - 50; default value - 7; this parameter has no effect when an automatically generated filename is specified in NetFileName parameter;
  • PredictionBars - number of bars to predict; default value - 10; please note, that every next bar is predicted with less accuracy than previous, because unavoidable errors on every bar are accumulated;
  • UseAverage - this is a special mode switch; when disabled (false, default value) predictions are made using weights of winning neurons, that is they are product of the map; when enabled (true), predictions are based on average values of all price samples mapped into winning neuron; this requires not only the map, but the training data as it was used for the network training, which is why it's important to specify exact date and time where sampling has been made during training; you may "play" with this parameter to obtain better results: using weight vectors is the conventional approach, but using averages adds more data awareness;
  • PriceType - price type to use for sampling; default value - close; this parameter has no effect when an automatically generated filename is specified in NetFileName parameter;
  • AddInvertedPrice - enable/disable a mode, when inverted price movements are added into the samples; default - true;
  • NetFileName - a filename of the trained neural network generated by SOMFX1Builder script; if the name was generated automatically, it comprises several necessary components to restore most of abovementioned parameters, so a user may fill in only this one parameter; the filename structure is the following: SOM-V-D-SYMBOL-TF-YYYYMMDDHHMM-YYYYMMDDHHMM-P.candlemap, where V - PatternSize, D - GridSize, SYMBOL - current work symbol, TF - current timeframe, YYYYMMDDHHMM - LearnStart and LearnStop respectively; P - PriceType;
  • CellSize - size of a single unit visualized on the chart (if ShowMap is true); default value - 20, which is ok for maps with dimentions up to 10; for larger map choose smaller cell size, or otherwise the two map views will overlap;
  • PrintData - enable/disable debug logging; default - false;
  • ShowMap - an option to visualize map on the chart in the same way as it's done by SOMFX1 indicator; default - false;

If some of parameters are incorrect, the indicator prints an error message into the log. For example, you can load a map only on a chart with the same symbol and timeframe that was used during training.

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Advanced Dashboard for Currency Strength and Speed
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Bernhard Schweigert
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Francesco Rubeo
Welcome all to the famous Gann's "Square Of 9"!! This method was used by one of the best traders in the history, a person who made his way among the top traders. An "Holy Grail" for whoever wants to learn trading. The "Square of 9" was used by this genius to find the market's future supports and future resistances. Nowadays is possible to find them with just a click, thanks to softwares. At the time Gann was using just his set of square and goniometer!! Gann describes, partially, the tecnique on
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PipTick VSA MT4
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Michal Jurnik
PipTick VSA is based on the original Volume Spread Analysis method. It was designed for quick and easy recognition of VSA patterns. Even though this indicator looks very simple, it is the most sophisticated tool that we have ever made. PipTick VSA indicator is a really powerful analytical tool that generates very reliable trading signals. Because it is very user friendly and understandable, it is suitable for every type of trader, regardless of their experience. What Is VSA? VSA (Volume Spread
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Divergence Scanner Macd Rsi 30 Pairs 8 Tf
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FXsolutions
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Currency Strength Matrix
Currency Strength Matrix
Raymond Gilmour
THE ONLY CURRENCY STRENGTH INDICATOR THAT IS BASED ON PRICE ACTION. DESIGNED FOR TREND, MOMENTUM & REVERSAL TRADERS This indicator  reads price action to confirm trend and strength . Advanced multi-currency and multi-time frame indicator that shows you simply by looking at one chart, every currency pair that is trending and the strongest and weakest currencies driving those trends. For full details on how to use this indicator, and also how to get a FREE chart tool, please see user manual HER
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MACD Currency Meter
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Emir Revolledo
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ShvedSupDem Pro Zone
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Andrey Shvedov
Let us analyze what supply and demand are, and how relevant the expression "market memory" is. The screenshots show the operation of the SupDem-Pro custom indicator, it is the improved version of my previously created Shved Supply and Demand indicator. In order to create it, I gave up trading for almost 3 years and studied a lot of literature, I have not traded during this time, but only analyzed the behavior of the price in different situations. It took me quite a long time to correctly formula
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FXtraderariel Indicator
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Ariel Capja
This is the FXTraderariel-Indicator . It scans the market for opportunities and creates a buy or sell signal. Depending on the settings and trading style, it can be used for scalping or long-term trading . The indicator can be used on every time frame , but we advise to use it on H1, H4 and D1 . Especially if you are a novice trader. Pro Traders can also you use it for scalping in smaller timeframes (M1, M5 and M15). This indicator is not a complete trading system. It doesn't give you exit point
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Beast Super Signal
Beast Super Signal
Dustin Vlok
The Beast Super Signal is a simple, and easy to use trend based indicator. It will continuously monitor current price action looking for new trends developing or strong reversals building at extreme price levels, and trends that have reached strong exhaustion level The Beast Super Signal indicator will monitor the current price, and only when all of the internal strategies align, and are in 100% agreement with each other, the indicator will paint a new buy or sell signal arrow on the chart. All
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Ultimate Double Top Bottom Reversal Scanner
Ultimate Double Top Bottom Reversal Scanner
FXsolutions
This indicator scans for you up to 30 trading instruments and up to 8 timeframes for occurrences of the high probability reversal patterns: Double Tops/Bottoms with fake breakouts . Please read also the blog post " Professional Trading With Double Tops/Bottoms And Divergences! " which explains the concepts behind the ULTIMATE Double Top/Bottom indicator and how you can use a professional top-down approach. You can get alerts via MetaTrader 4, email and push notifications at the moment when a sig
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PROscalper
PROscalper
Paul Reymkhe
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Automated Trendlines
Automated Trendlines
Georgios Kalomoiropoulos
Trendlines  are the most essential tool of technical analysis in forex trading.  Unfortunately, most  traders don’t draw them correctly. Automated Trendlines indicator is a professional tool for serious traders that help you visualize the trending movement of the markets . There are two types of Trendlines Bullish Trendlines and Bearish Trendlines. In the uptrend, Forex trend line is drawn through the lowest swing-points of the price move. Connecting at least two "lowest lows" will create a
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Excessive Momentum Indicator MT4
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Young Ho Seo
Introduction Excessive Momentum Indicator is the first indicator to measure the excessive momentum directly from raw price series. Hence, this is an extended price action and pattern trading. Excessive Momentum Indicator was originally developed by Young Ho Seo. This indicator demonstrates the concept of Equilibrium Fractal Wave and Practical Application at the same time. Excessive Momentum detects the market anomaly. Excessive momentum will give us a lot of clue about potential reversal and bre
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Currency Strength Exotics
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Bernhard Schweigert
CURRENTLY 20% OFF !!   Best Solution for any Newbie or Expert Trader! This Indicator is specialized to show currency strength for any symbols like Exotic Pairs Commodities, Indexes or Futures . Is first of its kind, any symbol can be added to the 9th line to show TRUE CURRENCY STRENGTH of Gold, Silver, Oil, DAX, US30, MXN, TRY, CNH etc. This is a unique, high quality and affordable trading tool because we have incorporated a number of proprietary features and a new formula. Imagine how your
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This indicator provides the analysis of tick volume deltas. It monitors up and down ticks and sums them up as separate volumes for buys and sells, as well as their delta volumes. In addition, it displays volumes by price clusters (cells) within a specified period of bars. This indicator is similar to VolumeDeltaMT5 , which uses almost the same algorithms but does not process ticks and therefore cannot work on M1. This is the reason for VolumeDeltaM1 to exist. On the other hand, VolumeDeltaMT5 ca
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CustomVolumeDelta
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This indicator displays volume delta (of either tick volume or real volume) encoded in a custom symbol, generated by special expert advisers, such as RenkoFromRealTicks . MetaTrader does not allow negative values in the volumes, this is why we need to encode deltas in a special way, and then use CustomVolumeDelta indicator to decode and display the deltas. This indicator is applicable only for custom instruments generated in appropriate way (with signed volumes encoded). It makes no sense to ap
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WalkForwardDemo MT5
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WalkForwardDemo is an expert adviser (EA) demonstrating how the built-in library WalkForwardOptimizer (WFO) for walk-forward optimization works. It allows you to easily optimize, view and analyze your EA performance and robustness in unknown trading conditions of future. You may find more details about walk-forward optimization in Wikipedia . Once you have performed optimization using WFO, the library generates special global variables (saved in an "archived" file with GVF-extension) and a CSV-f
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RenkoChartsDemo
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OrderBook Recorder
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Stanislav Korotky
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Stanislav Korotky
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker, but in real time only, without access to its history. This expert adviser OrderBook History Playback allows you to playback the market book events on the history using files, created by OrderBook Recorder . The exper
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OrderBook Utilities
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Stanislav Korotky
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PriceProbabilityDemo
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WalkForwardBuilder MT5
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This script allows performing a walk-forward analysis of trading experts based on the data collected by the WalkForwardLight MT5 library. The script builds a cluster walk forward report and rolling walk forward reports that refine it, in the form of a single HTML page. This script is optional, as the library automatically generates the report immediate after the optimization in the tester is complete. However, the script is convenient because it allows using the same collected data to rebuild th
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SOMFX1Builder
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If you like trading by candle patterns and want to reinforce this approach by modern technologies, this script is for you. In fact, it is a part of a toolbox, that includes a neural network engine implementing Self-Organizing Map (SOM) for candle patterns recognition, prediction, and provides you with an option to explore input and resulting data. The toolbox contains: SOMFX1Builder  - this script for training neural networks; it builds a file with generalized data about most characteristic pric
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CCFpExtraDemo
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Stanislav Korotky
CCFpExtra is an extended version of the classic cluster indicator CCFp for multicurrency market analysis. The main features are: Arbitrary groups of tickers or currencies are supported: Forex, CFDs, futures, spot, indices; Time alignment of bars for different symbols with proper handling of possibly missing bars, including cases when tickers have different trading schedule; Using up to 30 instruments for market calculation (only the first 8 ones are displayed). This is a demo-version. Limitation
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Mirror
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This indicator predicts rate changes based on the chart display principle. It uses the idea that the price fluctuations consist of "action" and "reaction" phases, and the "reaction" is comparable and similar to the "action", so mirroring can be used to predict it. The indicator has three parameters: predict - the number of bars for prediction (24 by default); depth - the number of past bars that will be used as mirror points; for all depth mirroring points an MA is calculated and drawn on the ch
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ExtraMajorLevelExtremums
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If you like trading crosses (such as AUDJPY, CADJPY, EURCHF, and similar), you should take into account what happens with major currencies (especially, USD and EUR) against the work pair: for example, while trading AUDJPY, important levels from AUDUSD and USDJPY may have an implicit effect. This indicator allows you to view hidden levels, calculated from the major rates. It finds nearest extremums in major quotes for specified history depth, which most likely form resistence or support levels, a
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EvoLevels
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Stanislav Korotky
The indicator displays most prominent price levels and their changes in history. It dynamically detects regions where price movements form attractors and shows up to 8 of them. The attractors can serve as resistance or support levels and outer bounds for rates. Parameters: WindowSize - number of bars in the sliding window which is used for detection of attractors; default is 100; MaxBar - number of bars to process (for performance optimization); default is 1000; when the indicator is called from
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ExtraMovingPivots
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Stanislav Korotky
This is an intraday indicator that uses conventional formulae for daily and weekly levels of pivot, resistance and support, but updates them dynamically bar by bar. It answers the question how pivot levels would behave if every bar were considered as the last bar of a day. At every point in time, it takes N latest bars into consideration, where N is either the number of bars in a day (round the clock, i.e. in 24h) or the number of bars in a week - for daily and weekly levels correspondingly. So,
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ResistanceAndSupportDensityFunction
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Most of traders use resistance and support levels for trading, and many people draw these levels as lines that go through extremums on a chart. When someone does this manually, he normally does this his own way, and every trader finds different lines as important. How can one be sure that his vision is correct? This indicator helps to solve this problem. It builds a complete set of virtual lines of resistance and support around current price and calculates density function for spatial distributi
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ExtraMajorMultiChannels
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The indicator draws a histogram of important levels for several major currencies attached to the current cross rates. It is intended for using on charts of crosses. It displays a histogram calculated from levels of nearest extremums of related major currencies. For example, hidden levels for AUDJPY can be detected by analyzing extremums of AUD and JPY rates against USD, EUR, GBP, and CHF. All instruments built from these currencies must be available on the client. This is an extended version of
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StatBars
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The indicator provides a statistic histogram of estimated price movements for intraday bars. It builds a histogram of average price movements for every intraday bar in history, separately for each day of week. Bars with movements above standard deviation or with higher percentage of buys than sells, or vice versa, can be used as direct trading signals. The indicator looks up current symbol history and sums up returns on every single intraday bar on a specific day of week. For example, if current
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PointsVsBars
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This indicator provides a statistical analysis of price changes (in points) versus time delta (in bars). It calculates a matrix of full statistics about price changes during different time periods, and displays either distribution of returns in points for requested bar delta, or distribution of time deltas in bars for requested return. Please, note, that the indicator values are always a number of times corresponding price change vs bar delta occurred in history. Parameters: HistoryDepth - numbe
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PriceProbability
PriceProbability
Stanislav Korotky
This is an easy to use signal indicator which shows and alerts probability measures for buys and sells in near future. It is based on statistical data gathered on existing history and takes into account all observed price changes versus corresponding bar intervals in the past. The statistical calculations use the same matrix as another related indicator - PointsVsBars. Once the indicator is placed on a chart, it shows 2 labels with current estimation of signal probability and alerts when signal
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CCFpExtra
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Stanislav Korotky
CCFpExtra is an extended version of the classic cluster indicator - CCFp. This is the MT4 version of indicator  CCFpExt available for MT5. Despite the fact that MT5 version was published first, it is MT4 version which was initially developed and tested, long before MT4 market was launched. Main Features Arbitrary groups of tickers or currencies are supported: can be Forex, CFDs, futures, spot, indices; Time alignment of bars for different symbols with proper handling of possibly missing bars, in
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Year2Year
Year2Year
Stanislav Korotky
This indicator shows price changes for the same days in past years. D1 timeframe is required. This is a predictor indicator that finds D1 bars for the same days in past 8 years and shows their relative price changes on the current chart. Parameters: LookForward - number of days (bars) to show "future" price changes; default is 5; Offset - number of days (bars) to shift back in history; default is 0; ShowAverage - mode switch; true - show mean value for all 8 years and deviation bounds; false - s
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PriceProbabilities
PriceProbabilities
Stanislav Korotky
This is a signal indicator for automatic trading which shows probability measures for buys and sells for each bar. It is based on statistical data gathered on existing history and takes into account all observed price changes versus corresponding bar intervals in the past. The core of the indicator is the same as in PriceProbablility indicator intended for manual trading. Unlike PriceProbability this indicator should be called from MQL4 Expert Advisors or used for history visual analysis. The in
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FreqoMeterForecast
FreqoMeterForecast
Stanislav Korotky
The main idea of this indicator is rates analysis and prediction by Fourier transform. Indicator decomposes exchange rates into main harmonics and calculates their product in future. You may use the indicator as a standalone product, but for better prediction accuracy there is another related indicator - FreqoMaster - which uses FreqoMeterForecast as a backend engine and combines several instances of FreqoMeterForecast for different frequency bands. Parameters: iPeriod - number of bars in the ma
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FreqoMaster
FreqoMaster
Stanislav Korotky
The main idea of this indicator is rates analysis and prediction by Fourier transform. The indicator decomposes exchange rates into main harmonics and calculates their product in future. The indicator shows 2 price marks in history, depicting price range in the past, and 2 price marks in future with price movement forecast. Buy or sell decision and take profit size are displayed in a text label in the indicator window. The indicator uses another indicator as an engine for calculations - FreqoMet
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InstantTrueRange
InstantTrueRange
Stanislav Korotky
This is an impulse detector that uses a measure of instant changes in rates of all major currencies. It calculates change in value (point value multiplied by point delta) on every bar for several crosses with major currencies. This forms a kind of "complete circle" of the Forex market. Then this general change is compared to a change of current instrument or a list of selected instruments, and alarm is fired if their difference is over a threshold. The indicator is somewhat similar to AverageTru
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ReturnAutoScale
ReturnAutoScale
Stanislav Korotky
The indicator calculates running total of linear weighted returns. It transforms rates into integrated and difference-stationary time series with distinctive buy and sell zones. Buy zones are shown in blue, sell zones in red. Parameters: period - number of bars to use for linear weighted calculation; default value - 96; smoothing - period for EMA; default value - 5; mode - an integer value for choosing calculation mode: 0 - long term trading; 1 - medium term trading; 2 - short term trading; defa
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ReturnAutoScaleMix
ReturnAutoScaleMix
Stanislav Korotky
This is a very powerful indicator that provides a mix of three running totals of linear weighted returns. Each one is similar to a specific mode of ReturnAutoScale indicator. The result is a scaled superposition of three integrated and difference-stationary time series, each for different trading strategy. Indicator displays three lines: yellow - slow market returns, corresponds to mode 0 in ReturnAutoScale; blue - medium market returns, corresponds to mode 1 in ReturnAutoScale; red - fast marke
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jrc74
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jrc74 2015.11.17 15:56 
 

Hi,

I bought your product now. I had trained the network with SOMFX1Builder, I put the name file in the parameter box of SOMFX1Predictor but after this I see as red line forecast only horizontal line and not up or down red line. I show you by picture

Reply to review
Version 1.2 2015.06.29
If UseAverage=true mode, mean square deviation is calculated for all patterns on each bar, and high and low boundaries are displayed as gray lines.

Visual testing is supported with some limitations: the UseAverage mode is not available, the ShowMap mode is not available. Full testing is impossible due to the tester's limitation of provided data range.