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Neural network 2 Moving Averages

A neural network Expert Advisor based on two moving averages with the training mode. Train the Expert Advisor on selected examples and make a profit in real life. The EA can work on any instrument and in any timeframe.


Trading Algorithm of the EA

Two moving averages are analyzed by the neural network core, which produces commands to buy or sell.

the values of two moving averages, fast (FMA) and slow (SMA), are provided to the first layer, at the second layer it calculates two neurons responsible for Buy (N buy) and Sell (N sell), the decision to buy or sell is made at the third level.

Block diagram of the neural network is shown in the figure.


Expert Advisor Training

In the training mode the EA "remembers" the values of moving averages marked by the user on the chart of the currency instrument. In the future, during normal operation, it recognizes the values of the moving averages.

To train the EA mark at least one long and one short trade on the chart. To indicate a long trade use the "Buy" arrow, and for the short trade use the "Sell" arrow. You can place more arrows on the chart. The more arrows, the longer will be the process of training. Presence of any other objects on the chart other than the arrows is not desirable.

After the training, folder "NN 2MA" will be created in the common folder of the terminal. It will contain file "HHHHHH_NN_2MA.bin" with the settings of the trained neural network. XXXXXX in the file name is the name of the financial instrument. In normal operation, the EA loads the data from the file. If the file is not found, it will use the default settings. By default, the EA is trained at USDJPY and one-hour timeframe, the trades are selected in 2012.

The following input parameters are responsible for the EA training:

  1. The number of weights per neuron. Equal to the length of the MA. Default - 48. 
  2. The number of training cycles - default 100. The higher the value, the longer the training process will be. In the trial version it is 10. 
  3. Factor b - the value affects the speed of the correction of weights of neurons, is used for training the network. The default value is 0.7, does not need changing.
  4. Learning mode EA - enables the training mode of the EA.

Examples of specifying trades for training the EA are available in the figure.


The Normal Mode Settings

Settings of Moving Averages

You can adjust the settings of each moving average: the period, the price, the calculation mode.

Trade Settings

  1. Volume of order - default is 0,1.
  2. Value of slippages in points - default is 30.
  3. Number of attempts to open a position - default is 5.
  4. Level StopLoss in points - default is 0.
  5. Level TakeProfit in points - default is 0.
  6. Level TrailingStop in points - default is 650.
  7. Allow money management - control the order size to enter the market, enabled by defalt. If the mode is disabled, the order size is taken from the "Volume of order" parameter.
  8. The volume of orders as a percentage of the deposit - used to control the order size, default is 5 percent.
  9. Adding to the open position - enabled by default. If there is a signal to enter the market in the direction of an open position, the EA enters the market.

Settings of Neural Network

  1. The number of weights per neuron. Equal to the length of the MA. The higher the value, the more accurate will the current market state be recognized, but it reduces the number of trades. The lower the value, the less accurate will the current market state be recognized, but the number of trades increases. 
  2. The value of neuron activation. The value is approximately 0.75 of the value of "The number of weights per neuron". The higher the value, the stricter is the selection of neurons for making a decision. In the trial version it is 40.
  3. The number of training cycles - default is 100.
  4. Factor b – the weight correction speed, default is 0.7.
  5. Learning mode EA – the EA training mode.

During training, the maximum values ​​of the neurons will be shown in the comments on the chart. These values ​​can be used as an activation value of the neuron.

An example is shown in the figure.

Other Settings

  1. Enable comments - enables comments on the chart.
  2. Magic Number of Advisor.
  3. Pause after trading in milliseconds.

By default, the EA is trained on USDJPY H1 on two trades in 2012. The result of the Expert Advisor testing in 2013 is shown in the figure.

Comentários 5
Wan Ping Fei
1742
Wan Ping Fei 2019.09.29 12:05 
 

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The MT4 version of the expert Advisor is here -  https://www.mql5.com/en/market/product/49187 (In MT5 and MT4 versions, there may be slight differences due to the implementation of the code on MT5) ------------------------------------------------------------------------------------------------------------------------------------------------------------- I recommend testing on a broker like my report (IC Market. s).  (ECN account (Raw spread/Razor etc.)) The period for testing with 100% quality
399 USD
GOLD EAgle mt5
Evgenii Aksenov
⭐   ⭐   ⭐   ⭐   ⭐  LAST WEEK PROMO PRICE!!!   🏃   🏃   🏃   Buy this EA gives you the right to get the second EA for free:     https://www.mql5.com/en/blogs/post/740436 Only 10 copies for $125 (next price --> $149  --> $199) This GOLD EAgle is created for the XAUUSD (GOLD). This is a trend strategy that uses the   TrendLine PRO   indicator and trades on the M1-M15 timeframes BLOG of GOLD EAgle:  here 📢   Telegram: https://t.me/   INFINITY_PRO_ED   📈  Real account signals:     here 🔥🔥🔥
125 USD
Ice Forex MT5
Stanislav Tomilov
Price: $599 7 of 10 copies left at this price Next price $699 RECOMMENDED BROKER FOR ICE FOREX Telegram channel:  https://t.me/aura_gold_ea Ice Forex EA is based on Genetic Algorithms and Support Vector Machine Algorithm to trade in the Forex market. In this EA, a new algorithm is used which is capable of generating technical rules to make investments with a given amount of leverage depending on the certainty of the prediction presented. To forecast these predictions, a combination of a Support
599 USD
MultiBolbands
Eugene Chistyukhin
This multicurrency Expert Advisor uses 28 currency pairs. The predictions are based on two indicators: Bollinger Bands and DEMA. The default settings are for the EURUSD M15 currency pair. Before testing in the strategy tester or installing the EA on the chart, make sure that all 28 currency pairs were visible and added to the terminal: EURUSD, EURGBP, EURCHF, EURAUD, EURCAD, EURJPY, EURNZD, GBPUSD, GBPAUD, GBPCHF, GBPJPY, GBPCAD, GBPNZD, USDCAD , USDJPY, USDCHF, AUDUSD, AUDCHF, AUDCAD, AUDJPY
120 USD
Checkpoint mt5
Vasiliy Strukov
⭐⭐⭐⭐⭐ I am glad to welcome you on the page of my product - I am its author Vasily Strukov.⭐⭐⭐⭐⭐ Midnight   is the closing time of the daily candle; it is the time of   equilibrium   between sellers and buyers. It was at this time that the adviser opens two orders in opposite directions. It is also possible to open the user at a specified time, or trade non-stop in the   "enter right now"   mode. The Advisor need Hedge type account. Real-time results can be viewed  here .   Telegram group  here
45 USD
Big Bang MT5
Andrey Barinov
Big Bang is a 100% adaptive expert advisor based on price movement and Support and Resistance levels. It is a combination of simple settings and powerful trading techniques. Version for MetaTrader4 is here:  https://www.mql5.com/ru/market/product/48020 Note #1. Max bars in chart setting in your MetaTrader MUST be set to UNLIMITED => Check screenshots section. Big Bang needs at least 1 year of M1 data. Please, make sure that you have that loaded in your History Center. Note #2.  If test
1 999 USD
Climber EA MT5
Ivan Martin Piera
Only 9 copies left at 360$ , next price will be 490$. Live monitoring (Real Standard Account / Default Settings) https://www.mql5.com/en/signals/875251 Climber EA is a fully automated expert advisor running more than 300 working strategies in one chart. You can find the   MT4 version   here:  https://www.mql5.com/en/market/product/57136 Key features: More than 300 working and carefully selected strategies in a single EA More than 20 signal indicators with more than 900 configurations Con
360 USD
TrendLine GRID
Evgenii Aksenov
⭐   ⭐   ⭐   ⭐   ⭐  LAST WEEK PROMO PRICE!!!   🏃   🏃   🏃   Buy this EA gives you the right to get the second EA for free:     https://www.mql5.com/en/blogs/post/740436 Only 10 copies for $125 (next price --> $149  --> $199) This is a grid EA based on the signals of the Trend Line PRO   indicator:   https://www.mql5.com/en/market/product/42399 The User's manual:   here 📢   Telegram:   https://t.me/INFINITY_PRO_ED 📈  Real account signals:     here  🔥🔥🔥   Promo "Buy one Get one free ►  
125 USD
NorthEastWay MT5
PAVEL UDOVICHENKO
ONLY 10 COPIES OUT OF 10 LEFT AT $1129! After that, the price will be raised to  $1399. North East Way EA  it is a fully automated “rollback” trading system, which is especially effective in trading on popular “rollback” currency pairs: AUDCAD, AUDNZD, NZDCAD. The system uses the main patterns of the Forex market in trading - the return of the price after a sharp movement in any direction. Timeframe: M15 Currencies: AUDNZD, NZDCAD, AUDCAD LIVE Signals: North East Way   Fast Way   EA SETUP: Y
1 129 USD
SFE Stock Market
Joel Juanpere
This EA trade with CFDs of Stocks. The EA can be used in any stock market, by default, the EA is configured with symbols of the US Stock Market. The minimal balance recommended is 3.000 USD. Live Signal :    https://www.mql5.com/en/signals/692635 Backtest and Live Setup: please, look the video or go to the webpage for more information. The default parameters works with ICMarkets.  The names of the symbols can change in each broker, and each broker can have different CFDs. Please, contact me for
2 500 USD
Stock Trader Pro MT5
Ivan Pochta
Stock Trader Pro v.1.1 Launch Promo 4 / 5 additional copies by price $750 Next Price $990 Normal Price $1250 Stock Trader Pro   is a fully automated trading advisor designed to work in the   Stock Markets , in particular, to trade shares of the largest companies in the   US Stock Market . The system is based on the author’s trading strategy. Unlike Forex systems,   Stock Trader Pro     opens only LONG positions on the global trend on price pullbacks (corrections), analyzing data from several ti
750 USD
Good Monday MT5
Konstantin Kulikov
The expert trades at the opening of the market after the weekend, focusing on the price gap ( GAP ). Already developed sets are in the comments. At the same time, various options are available in the expert settings, allowing you to create your own unique sets yourself.  All parameters are described in the blog: https://www.mql5.com/en/blogs/post/737064  . Last sets in comment #16 . The expert works on any timeframe equally well, as it automatically takes the necessary data from multiple timefr
197 USD
Mais do autor
Nebula start edition
Vladimir Mikhailov
This is a further development of the Expert Advisor based on the two moving averages https://www.mql5.com/en/market/product/1693 . The EA implements a self-training mode allowing it to immediately start trading. However, it is also possible to conduct a preliminary EA training for more efficient trading. By default, the EA is configured to work on EURUSD H1. The robot is based on the modified probabilistic neural network. Initially, the neural network does not contain neurons. In this mode, the
39 USD
Nebula start editon for MT4
Vladimir Mikhailov
This Expert Advisor is based on two moving averages. The EA implements a self-training mode allowing it to immediately start trading. However, it is also possible to conduct a preliminary EA training for more efficient trading. By default, the EA is configured to work on EURUSD H1. The robot is based on the modified probabilistic neural network. Initially, the neural network does not contain neurons. In this mode, the EA only learns. No trading is performed. In the course of the EA's work, it le
39 USD
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Rodrigo da Silva Boa
7197
Rodrigo da Silva Boa 2016.03.11 03:33 
 

Usuário não fez qualquer comentário quanto a classificação

Andrey Litvichenko
7652
Andrey Litvichenko 2017.10.17 06:35 
 

Usuário não fez qualquer comentário quanto a classificação

[Excluído] 2019.01.07 19:27 
 

Usuário não fez qualquer comentário quanto a classificação

Wan Ping Fei
1742
Wan Ping Fei 2019.09.29 12:05 
 

🐱‍🚀🐱‍🚀🐱‍🚀

Suhail Chougule
245
Suhail Chougule 2019.11.29 22:01 
 

Trailing Stop does not work can you fix it ? In-fact non of the trade settings are enforced?

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Versão 1.5 2020.04.02
Версия советника скомпилированная под новый терминал MT5.
Устранены мелкие ошибки.