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Cointegrated Pairs Trading Robot

1

IMPORTANT NOTE: This robot trades two or more symbols at the go and as such it can not be tested with strategy tester in Metatrader 4. The reason being that Metatrader 4 strategy tester cannot synchronize price timing for more than one symbol at the time. To test this robot successfully, one has to run it in real-time on a demo account and monitor it for days.

Cointegrated Pairs Trading Robot is an expert advisor executable on any PC running Metatrader 4. A linear regression is applied on two instruments’ (i.e. Stocks or Forex symbols) historical prices and the cointegration test is performed on the residual from the regression. If the two instruments are cointegrated then the residual will be a stationary process (i.e. white noise) which is a lot more predictable than the individual instrument price which is often nonstationary (i.e. random walk) thus hard to predict. This robot is based on trading such a stationary residual process whereby it exploits the mean-reversion property of stationary processes. That is, when conditions allow, the robot will always bet on the residual crossing the mean from time to time.

In its usage, the user will need to register with one broker of choice. It is recommended that there be $50 for every 0.01 lots (standard). Now given that this robot opens a pair of orders in each of its entry phase, the minimum deposit will be between $150 and $200. Withdrawals should be made with care not to violate the funds-to-lot relationship as stated above. This model has a sufficiently low risk and good returns in a long run. However, the entry opportunities are rare (i.e. can go several days without any good entry for one chosen pair of instruments) so the user might compensate for this by trading several pairs to make up for the rareness of the entry & exit opportunities.


Input Parameters:

1.  N is the data size for building cointegration model.

 

2.  OpMode selects operation mode from four (values 01, 02, 03 & 04).


3.  Magic & magik are magic numbers (should never be the same) used to uniquely identify trades opened by this robot. As such, every magic number should be a uniquely chosen positive integer. 

 

4.  MaxRatio limits the slope relating the two traded instruments.

 

5.  CurLevel is the current level of residual process relative to Standard deviation.

 

6.  LimLevel is the maximum level you allow the residual process to reach. This level acts as a stop loss level since everything is closed at this level.

 

7.  AlertsOn allows you to either see or hide Alerts during the robot operation.

 

8.  ModeDemo is the switching Boolean parameter. When true the model will work on Demo accounts but if false, it will work on live accounts.

 

9.  Lots is the nominal lot size. Minimum usually 0.01.

 

10.       Scale is a scaling factor used to modify the Standard deviation when necessary (i.e. When standard deviation is less that spread of the two instruments the it has to be scaled up to avoid all profits being taken up by spread).

 

11.       Multiplier works in a similar spirit to Scale but rather than being multiplicative on Standard deviation, it is additive to it. That is, it multiplies the total spread and add it to Standard deviation to bias/threshold it.

 

12.       pVThreshold is the threshold for p-Value (in percentage) above which the cointegration is considered weak and trading stops.

 

13.       RSThreshold is the threshold for R^2 goodness of fit measure below which trading will not happen.

 

14.       CCThreshold is the threshold for correlation coefficient measure below which no trading will happen.

 

15.       MarginLevel sets the minimum Margin level below which trading stops. 

 

16.       Symbols are two instruments to be tested for cointegration and traded if the test succeeds.


17.       Username and Password already provided by default.

 

18.       TFrame is the time frame for the price data used.

 

19.       Update is the time frame for updating the cointegration model.


20.      Parallelism allows EAs to run in parallel. 

With smaller model sizes the standard deviation tends to become small and if it is so small that it is on the order of the instrument spread then the system will result in losses due to symbol spread. As shown in the last figures above, model size reduction is only sensible when the symbol spread is very close to zero or exactly zero. For safety stick with higher model sizes (>500) and higher timeframes (>= 1Hour).

 


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Stanislav Tomilov
4.4 (5)
Aura White Edition   is unique Expert Advisor that continues the Aura series of advisors. The Expert Advisor is based on the engine of   Aura Black Expert Advisor , but with a number of changes and author's settings for currency pairs. Innovative methods of the programme's approach to trading, and promising performance results are possible thanks to the use of modern technologies and methods. Aura White Edition is a fully automated EA designed to trade currencies only. Working pairs EURUSD, GBPU
71% discount for the next 5 buyers (original price $9000): 3 person left Get a 50% bonus by buying (or even renting) any of our products. After buying (or renting), send a message for more information. Several experts in one expert With this expert, you can use several up-to-date strategies Enhanced with artificial intelligence Can be used in several popular forex currencies Can be used in the most popular forex time frames Without using high-risk strategies Attributes : Can be used in t
HFT Prop EA
Manpreet Singh
4.95 (242)
HFT PROP EA is the High Frequency Trading Expert Advisor (EA/bot) designed to pass proprietary trading firms (prop firms) challenges which use stop orders to enter the trades when market is trending, It is basically designed for US30 just at opening of US30 in New York Session till it remain in its trending nature for 15-30 minutes, and using HFT PROP EA you can pass the challenge within few minutes for prop firms who doesn't have any lot size cap. Special benefit for buyers who share their re
Forex GOLD Investor
Lachezar Krastev
4.62 (29)
SHOCK DEAL --> JUST RELEASED UPDATE + DISCOUNT + BONUS EA Forex GOLD Investor is one of the best expert advisors developed to trade on GOLD(XAUUSD) in the forex market. Forex GOLD Investor consists of 2 trading systems . The first one is based on scalping trading strategy and the second system has time based dependency which opens up to 2 trades at a time. It has been tested rigorously to get the most successful results. You don't need to do any optimizations if you use the default settings
Oracle MT4
Stanislav Tomilov
4.17 (6)
Oracle Trading Expert the Quintessence of Modern Programming Technologies Expert Oracle for MetaTrader, trading on GBPUSD and Gold, represents the quintessence of modern programming technologies. Our unique proprietary methods and developments are based on advanced machine learning concepts, making our trading expert truly one-of-a-kind. We offer cutting-edge modules and neural architecture that embody innovative advancements in financial programming. Our algorithms rely on in-depth data analysi
TopBottomEA's advantage: the first support for small capital work EA, real trading for more than 4 years; this EA based on volatility adaptive mechanism, only one single at a time, each single with a stop-loss, an average of about 4 orders per day, holding a single length of 12 hours or so, with a limit of $ 20 principal challenge backtesting ran through more than 10 years. Every interval of three days to increase the price of $ 100, the price process: 998 --> 1098 --> 1198...... Up to the targ
The Bitcoin Robot  MT4 is engineered to execute Bitcoin trades with unparalleled   efficiency and precision . Developed by a team of experienced traders and developers, our   Bitcoin Robot   employs a sophisticated algorithmic approach (price action, trend as well as two personalized indicators) to analyze market and execute trades swiftly with   M5 timeframe , ensuring that you never miss out on lucrative opportunities.   No grid, no martingale, no hedging,   EA only open one position at the sa
Dragon Multi EA MT4
Mansour Babasafary
4.71 (17)
77% discount for the next 10 buyers (original price $3000): 4 person left Get a 50% bonus by buying (or even renting) any of our products. After buying (or renting), send a message for more information. 3 experts in 1 expert Strategy based on price action Made specifically for the best forex currency pairs Can be used in the best time frame of the market at a very reasonable price This expert is basically 3 different experts. But we have combined these 3 experts in 1 expert so that you can
Quantum Trade EA
Bogdan Ion Puscasu
4.69 (78)
ご紹介     Quantum Trade EA は 、有名な GBPUSD ペアの取引方法を変革する画期的な MQL5 エキスパート アドバイザーです。 Quantum Trade は 13 年以上の取引経験を持つ経験豊富なトレーダーのチームによって開発されました。       EA は、革新的でダイナミックなブレイクアウト ゾーン戦略により、あなたのトレーディングの旅を新たな高みに押し上げるように設計されています。 重要!購入後、インストールマニュアルとセットアップ手順を受け取るためにプライベートメッセージを送ってください。 ***Quantum Trade EA を購入すると、Quantum Gold Empire EA を無料で入手できます!*** 詳細については非公開でお問い合わせください。 ライブシグナル: ここをクリックしてください MT5バージョン:       ここをクリック 量子EAチャネル:       ここをクリック のみのプロモーション価格  5 99.99ドル !価格は間もなく 699.99 ドルに値上がりし、その後 10 回購入する
Big Forex Players MT4
Marzena Maria Szmit
4.64 (22)
We proudly present our cutting-edge robot, the  Big Forex Players EA  designed to maximize your trading potential, minimize emotional trading, and make smarter decisions powered by cutting-edge technology. The whole system in this EA took us many months to build, and then we spent a lot of time testing it. This unique EA includes three distinct strategies that can be used independently or in together. The robot receives the positions of the   biggest Banks   (p ositions are sent from our databa
深層学習が金の取引を再構築し、インテリジェントアシスタントが庭師のように取引の庭を手入れします。「ゴールドガーデン」EAは、深層学習の知的技術を採用し、20年分のデータトレーニングにより、戦略のパフォーマンスを大幅に向上させます。これにより、取引がより簡単でインテリジェントになります。一緒にインテリジェント化の時代を切り開き、取引を幸せな庭園に変えましょう。これはあなただけのGold Garden Stewardになります。 MT5バージョン: Gold Garden MT5   現在の発売記念価格は699ドルで、販売目標に達すると999ドルに値上げされます。 現在、EAの試用キャンペーンが行われています。購入後にご連絡いただくと、「TrendMaster FX」または「AI TradingVision GPX」の使用権を得ることができます。詳細についてはお問い合わせください。 現在の発売記念価格は699ドルで、販売目標に達すると999ドルに値上げされます。 現在、EAの試用キャンペーンが行われています。購入後にご連絡いただくと、「TrendMaster FX」または「AI Tr
Live signal : TrendMaster FX The MT5 version : TrendMaster FX MT 5 現在、EAの試用キャンペーンを実施中です。購入後にご連絡いただければ、「Gold Garden」または「AI TradingVision GPX」をご利用いただけます。詳細はお問い合わせください。 おすすめの通貨ペア: 英ポンド/米ドル(GBPUSD) 米ドル/カナダドル(USDCAD) ユーロ/米ドル(EURUSD) オーストラリアドル/米ドル(AUDUSD) 米ドル/スイスフランク(USDCHF) 特別注意: Currently recommended :GBPUSD, AUDUSD, EURUSD リスク設定: 積極的なトレーダーのための最大リスク設定は0.15です。 より保守的なトレーダーや、特に資本の大きい人は、0.05以下に設定することをおすすめします。 購入後: ユーザーマニュアルと注意事項を入手するために、私たちに連絡してください。すでに購入された方は、おすすめのユーザーマニュアルを参照してください。 安全で安定したEA: 当社のEAは
ローンチプロモーション: 現在の価格で入手可能な限定数のコピー 最終価格: 990$ NEW: 無料で EA を 1 つゲット!   (2取引口座の場合) Ultimate Combo Deal   ->   click here LIVE RESULTS:   https://www.mql5.com/en/signals/1949810 JOIN PUBLIC GROUP:   Click here Set Files DayTrade Pro アルゴリズムへようこそ!   何年にもわたって市場を研究し、さまざまな戦略をプログラミングしてきた結果、優れた取引システムに必要なすべてを備えたアルゴリズムを見つけました。 ブローカーに依存しない スプレッド インディペンデント MT4、MT5、TDS2、および複数のブローカーで、実際の変数スプレッドテストを使用して非常に安定したバックテストを簡単に示します 何百もの異なる設定はすべて、テストで有益な結果をもたらします (もちろん、私は最高のものを選択しました!) 非常に堅牢なシステム -> 設定は交換可能であるため、USDJPY
Smart Funded Hft
Barbaros Bulent Kortarla
5 (48)
!! 最新バージョン2.05にアップデートして、さらに高速なパフォーマンスを実現してください!! スマートファンデッドHFTは、2024年1月29日の市場オープンで、低ボラティリティにもかかわらず、KORTANA FXの100Kチャレンジを突破しました。 スクリーンショットセクションをチェックしてください。証拠をそこに置きました。 重要:2024年1月29日までのKORTANA FXの暗号支払いに対する40%の独占割引をお見逃しなく。 スマートファンデッドHFT EAでトレーディングの可能性を解き放ちましょう! VPS不要 / 設定ファイル不要 / プラグアンドプレイを楽しむ 限定時間のプロモーション価格 2024年2月1日に価格が上がります!! https://www.youtube.com/watch?v=56FKxI-noI4 最初の満足なクライアントの結果が添付されています。今日、自分自身でFAST FOREX FUNDINGの50Kチャレンジを突破しました。以下に結果を添付しました)) トレーダーの皆さん、こんにちは、 私のトレーディングの
ONLY 3 COPIES OUT OF 10 LEFT AT $99! After that, the price will be raised to $199. HFT  Propfirm Challenge Performance Monitor(Starting from $200) Account Number:  66668979 Server: ICmarketsSC-Demo06 Password: quantumhft1 You will get BONUS  worth $399 after you pass the HFT Prop Firm challenge round Quantum HFT Prop Firm is the EA is designed to pass the competition of HFT Prop Firms.  Please be aware that this Expert Advisor (EA) should not be used with a real account. Its sole pur
XG Gold Robot MT4
Marzena Maria Szmit
4.57 (21)
The XG Gold Robot MT4 is specially designed for Gold. We decided to include this EA in our offering after   extensive testing . XG Gold Robot and works perfectly with the   XAUUSD, GOLD, XAUEUR   pairs. XG Gold Robot has been created for all traders who like to   Trade in Gold   and includes additional a function that displays   weekly Gold levels   with the minimum and maximum displayed in the panel as well as on the chart, which will help you in manual trading. It’s a strategy based on  Price
Diamond PRO
Fanur Galamov
5 (9)
Diamond PRO is enhanced powerful version of Diamond for advanced traders. Pro version includes optimized cores, new impoved entry points filters, new multistage profit closure algorithm and сontains number of external control parameter that allows build and fine tune own tradind decisions and algorithms. The system provides more accurate market entries, analyzes and filters upcoming economic news, contains spread protection and an advanced position management algorithm. Main goal of Diamond PRO
あらゆる取引戦略をポジション取引戦略に変換したり、不利な動きをしたポジションの自動ドローダウン制御システムを含む実証済みの RSI および ADR ベースのポジション取引戦略を取引したりできます。 この EA は、Market Structure Trader Web サイトで長年にわたって教示されているポジション取引戦略に使用されてきた MRA EA を進化させ、簡素化したものです。 ウェブサイトへのリンク、無料のポジション取引コース、その他の商品については、私のプロフィールをご覧ください。 EA は、「エラスティックバンド理論」を使用して市場構造の動きに自動的にスケールし、RSI 指標または取引したい外国為替商品の平均日幅 (ADR) の拡張を使用して、銀行や金融機関がとった動きを反転します。 ポジション取引は、小さなリスクと複数のエントリーを使用して市場にエントリーする方法です。つまり、最初の取引エントリーの精度は、エントリー後の EA による取引の管理方法ほど重要ではありません。 市場は予測不可能であり、長期的に持続可能な正確さで動きのタイミングを計ることは事実上不可能で
バックテストではなく、実際の取引システムを購入してください。   Live Signal 1     Live Signal 2 この価格はプロモーション期間中の一時的なもので、間もなく値上げされます 最終価格: 5000 $ 現在の価格では残りわずかです。次の価格は -->> 500 $  Welcome to the GoldPulse AI Hey, I'm GoldPulse AI! これは、XAUUSD、XAUEUR、XAUGBP、XAUAUD、XAUJPY、XAUCHF、XAUSGD、XAUCNH などの完全なペアで金または XAU を取引する最初の最もスマートなロボットです。 私は毎日ニュースをチェックし、技術的、基本的、感情的な裏付けが得られる機会はすべて利用します。せっかちなトレーダーのポケットから患者のポケットにお金が落ちます! この市場では、賢い人々と競争することになります。彼らはあなたのお金を手に入れようとしており、あなたも彼らのお金を手に入れようとしています。最も正確で積極的な市場分析を使って、頑張ります!あなたの幸運を祈ります! Hig
Boring Pips MT4
Thi Thu Ha Hoang
5 (12)
ほとんどのエキスパートアドバイザーがバックテストのパフォーマンスは完璧でも、実際の取引では効果的でない理由について考えたことはありますか? 最もありそうな答えは過学習です。多くの EA は利用可能な過去のデータに完璧に適応するように作成されていますが、構築されたモデルに一般化能力がないため、将来を予測することができません。 一部の開発者は、過学習の存在を知らないか、知っていても防止する方法を持っていません。他の人はそれをバックテスト結果を美化するためのツールとして利用し、統計的な有意性を考慮せずに数十の入力パラメータを追加し、取引戦略を過去のデータに過度に合わせ、自分の EA が将来において同様のパフォーマンスを達成できると他の人に納得させようとします。 もし興味があって、過学習についてより深く理解したい場合は、こちらの私の記事を参照してください。 Avoiding Over-fitting in Trading Strategy (Part 1): Identifying the Signs and Causes Avoiding Over-fitting in Trading St
ONLY 3 COPIES OUT OF 10 LEFT AT $199! After that, the price will be raised to $299. Limited price $199 is only for 10 first sales. After 10 sales, the price will be raised +$100. Final price for Gold Trading Algo is $1999. IMPORTANT! Contact me immediately after the purchase to get instructions and Manual Guide to set up EA. Forex EA Trading Channel:  Update the latest news from me Some Features: - No Martingale, No Grid - The order is always protected by Stoploss - EA is using in-b
SSX Titan TT MT4
Artem Minchuk
2.55 (11)
Delving deep into the sphere of finance and trading strategies, I decided to conduct a series of experiments, exploring approaches based on reinforcement learning as well as those operating without it. Applying these methods, I managed to formulate a nuanced conclusion, pivotal for understanding the significance of unique strategies in contemporary trading. Neural network advisors, despite showcasing impressive efficiency in the initial stages, proved to be highly unstable in the long run. Vario
Candle EA MT4
Mansour Babasafary
4.58 (38)
This expert is based on patterns The main patterns of this specialist are candlestick patterns Detects trends with candlestick patterns It has a profit limit and a loss limit, so it has a low risk The best time frame to use this expert is M30 time frame The best currency pairs to use with this expert is the EURUSD, GBPUSD, AUDUSD, USDCAD currency pairs The price will increase by 100$ after every 10 purchases! Final price 2450$ Get a 50% bonus by buying (or even renting) any of our product
作者のその他のプロダクト
NOTE: This robot trades three symbols at the go and as such it can not be tested with strategy tester in Metatrader 4. The reason being that Metatrader 4 strategy tester cannot synchronize price timing for more than one symbol at the time. To test this robot successfully, one has to run it in real-time on a demo account and monitor it for days. Triangular Statistical Arbitrage Robot is an expert advisor executable on any PC running Metatrader 4. A linear regression is applied on three instrumen
NOTE: THIS IS A MULTICURRENCY INDICATOR AND AS SUCH MAY NOT BE COMPARTIBLE WITH MT4 BACKTESTING. EASIEST WAY TO TEST IT IS BY SIMPLY RUNNING IT IN REAL-TIME ON MT4. Model Lelothoane is a forex trading system model packaged into an indicator executable on a PC running Metatrader 4. The model exploits the mean-reversion property of stationary processes. Stationarity is determined or confirmed by performing cointegration tests between two forex instruments. In the case that there is strong eviden
NOTE: THIS IS A MULTICURRENCY EXPERT ADVISOR AND AS SUCH MAY NOT BE COMPARTIBLE WITH MT4 BACKTESTING. EASIEST WAY TO TEST IT IS BY SIMPLY RUNNING IT IN REAL-TIME ON MT4. Model Lelora is a forex trading system model packaged into an indicator executable on a PC running Metatrader 4. The model exploits the mean-reversion property of stationary processes. Stationarity is determined or confirmed by performing cointegration tests between three forex instruments that form a triangle (i.e have a prod
フィルタ:
Umberleigh
248
Umberleigh 2022.11.11 15:38 
 

Sadly, this EA is not profitable.

Victor Angel Revilla Marquez
2158
Victor Angel Revilla Marquez 2021.05.25 11:23 
 

Hi, please send me working set files since I don’t get most of the inputs , as well as some recommendations in which to use the bots (combinations ) I’ll give a great review Thanks

Naleli Jubert Matjelo
683
開発者からの返信 Naleli Jubert Matjelo 2021.05.25 13:31
Hi Victor, most parameters/inputs are already set to good default values for users. In the case that you wish to change some and you're uncertain about how to do that, you can messege me here or on luhshah@gmail.com.
レビューに返信
バージョン 1.30 2022.05.28
Fixed some bugs including some issues raised by users. Also reduced the number of input parameters for ease of use.
バージョン 1.2 2021.09.22
Removed some bugs associated with deviations of more than 2 std deviations.
バージョン 1.1 2021.04.16
Now allows running multiple instances of the robot by choosing the appropriate value for a new input variable named "Parallelism".