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Neural network 2 Moving Averages

3.8

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.

Reviews 6
Petr Zharuk
395
Petr Zharuk 2022.05.15 23:13 
 

Спасибо!

Wan Ping Fei
1787
Wan Ping Fei 2019.09.29 12:05 
 

🐱‍🚀🐱‍🚀🐱‍🚀

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EA Black Dragon runs on the  Black Dragon  indicator. The EA opens a deal by indicator color, then there is the opportunity to increase the network of orders or work with stop loss. Works on accounts that support hedging. IMPORTANT! Contact me immediately after the purchase to get instructions and a bonus! Real operation monitoring as well as my other products can be found here:  https://www.mql5.com/en/users/mechanic/seller Inputs Value  ·            Open new series – True/False – EA will op
30 USD
Market Crusher Pro
Scott Fredeman
5 (3)
Y ou can load and allow this Expert to Analyze any symbol supported in MT5 like Crypto Currencies, Indices, Forex, or Commodities like Gold or Silver.  Current Price is $299  - June 1st the price will be $399 with no additional rebates or discounts. MARKET CRUSHER 2.0 NEW FEATURES NEW MORE RELIABLE AUTO TRADING DEFAULT SETTING ADX FILTERS BOLLINGER BANDS FILTERS SL DEDUCTION REDUCES STOP LOSS X PIPS EVERY X MINUTES D- ENTRY NOW HAS Symbol 1 Min Gap Pips and Symbol 2 Min Gap Pips to help open
299 USD
Champion MT5
Evgenii Aksenov
4.6 (10)
Monitoring real accounts: Champion :  https://www.mql5.com/en/signals/931529 Manual Guide:  click here The adviser analyzes the price of each candle and its dynamic deviation in the flow of quotes and makes a decision only when the candle closes. Supported currency pairs:   AUDCAD, NZDCAD, EURCAD, GBPCAD, AUDNZD When testing the Expert Advisor on the history, the news filter does not work For testing, you can use the prices of 1 minute OHLC
399 USD
Invictus Gold MT5
Evgenii Golovanets
4 (4)
Invictus Gold is an advanced trading algorithm based on the standard and simple Bollinger Bands indicator and trades on Gold as one of the most liquid and popular trading instruments in the world. The algorithm includes a filter of behavioral factors, it analyzes the depth of market, and makes a decision about entering the trade based on the analyzer's filter data. Thus, the Expert Advisor finds optimal points to enter the market, filtering out false entries not supported by stable market behav
700 USD
Trend Line PRO EA mt5
Evgenii Aksenov
4.67 (6)
The Expert Advisor trades on the signals of the Trend Line PRO indicator Important! After buying Trend Line EA, contact me to get personal invitation in the INFINITY support chat Orders are managed automatically. The EA has a Recovery function that increases the order size if the previous trade was closed with a loss. You can use from 1 to 3 orders at the same time. The Expert Advisor fully complies with the indicator signals and FIFO rules, does not use the grid function, which allows you to st
99 USD
The Market Reversal Alerts EA is powered by the indicator of the same name ( available here ) and trades based on market structure shifts. The EA will by default take a trade every time a market reversal alert is sent by the indicator and will trade those alerts based on the conditions and filters you set in the EA settings. It draws support rectangles as price moves in it's current trend direction and trades when price reverses sharply and signals a market structure shift or a re-test of the re
199 USD
Fully automatic multicurrency trading machine MT5/4 The advisor's strategy is based on trading volumes and statistics of the movement of trading instruments, the author's trading method, which shows excellent results over the past 7 years Multicurrency testing since 2016 with 99.9% real ticks, testing was carried out on the MT5 platform, with all traded currency pairs at the same time. The Expert Advisor has three trading strategies with a smart dynamic lot, which depends on the load on the d
1 250 USD
Hamster Scalping mt5
Ramil Minniakhmetov
4.63 (60)
Hamster Scalping is a fully automated Expert Advisor. Night scalping strategy. The RSI indicator and an ATR-based filter are used for entries. The advisor needs a hedging account type IMPORTANT! Contact me immediately after the purchase to get instructions and a bonus! Real operation monitoring as well as my other products can be found here: https://www.mql5.com/en/users/mechanic/seller General Recommendations The minimum deposit is $100, use an ECN account with the minimum spread,  default sett
30 USD
GOLD EAgle mt5
Evgenii Aksenov
4.09 (32)
GOLD EAGLE  is a swing strategy ideal for a flat market, which takes up to 80-90% of the time. The GOLD EAGLE EA is optimized for the XAUUSD (GOLD) pair. This is a trend scalping strategy using the TrendLine PRO indicator as an input signal. The EA opens the first order at the signal of the indicator and fixes the profit at a given level, but if the price does not reach the profit and rolls back, an additional order automatically opens averaging the level of the total profit making it closer to
349 USD
E7ite X K4pital EA
Thibauld Charles Ghislain Robin
5 (3)
HELLO TRADERS & WELCOME TO E7ITE X K4PITAL -  3 TRADERS / 3 VISIONS / 1 EA LIGHT VERSION:  https://www.mql5.com/en/market/product/81043 This EA is a very special one, it is an off-series created with other traders: Diane Helene Meline Bouiron  and Mounir Chaoui . It was created with several traders with the sole purpose of being as complete and diverse as possible, incorporating various swing, intraday and scalping strategies . Each pair is traded in a different way, for example EURUSD, GBPU
199.99 USD
Gold Baum Pro
Jakub Norbert Bogusz
5 (2)
I would like to present you with another Expert Advisor - Gold Baum. We started with Arbor a few months ago and this time we took it to a whole different level. After getting positive results of our custom made indicators, we’ve been able to see that market scanning algorithms work well. So we’ve combined them with our Neural Networks which we worked on for the last year. The results are incredible and I’m pleased to share them with you in the backtesting screenshot below. For the moment our alg
199 USD
GOLDEN FLEECE EA is an improved Expert Advisor, optimized for the XAUUSD (GOLD) pair.  It is a trend trading strategy, which uses as an input signal my best indicator developments, and also uses neural networks. The Expert Advisor opens an order based on a signal from the indicators and fixes the profit at a certain level. The Expert Advisor has shown stable results on XAUUSD over the period of 2010-2022. No dangerous money management techniques, no martingale, grid or scalp. Suitable for any
690 USD
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Nebula start editon for MT4
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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
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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
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Nebula Flex Edition
Vladimir Mikhailov
The EA determines the likely levels of price consolidation or correction and makes a decision to buy or sell the asset. Trading is performed within a day with one position, each position must have virtual stop loss and take profit levels. At the end of the day, all open positions are forcibly closed. The time of the trading period can be set in the settings. The Expert Advisor allows you to choose the type of trading by trend or flat. The default settings allow you to start trading immediatel
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Filter:
Petr Zharuk
395
Petr Zharuk 2022.05.15 23:13 
 

Спасибо!

Suhail Chougule
259
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?

Wan Ping Fei
1787
Wan Ping Fei 2019.09.29 12:05 
 

🐱‍🚀🐱‍🚀🐱‍🚀

[Deleted] 2019.01.07 19:27 
 

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Andrey Litvichenko
7578
Andrey Litvichenko 2017.10.17 06:35 
 

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Rodrigo da Silva Boa
7141
Rodrigo da Silva Boa 2016.03.11 03:33 
 

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