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LongShort by Cointegration

Be aware that standard parameters are not a recommendated inputs! You should analyze and determine your own parameters for Long&Short trades!

Long & Short Based on Cointegration

Statistical and Quantitative Long-Short (Pair Trading) approach for long and short positions. Your CPU will always be safe and stable when using Multiple Linear Regression if you have a reliable Expert Advisor.

Based on the results of this indicator, you can execute a long and short or a long and long/short and short trade between two separate assets. It can show you a Highly informative dashboard based on Cointegration Search you determine in parameters, with all statistical data for your best Approach!

The Expert Advisor determines whether or not the pair is cointegrated by running a number of statistical tests comparing the assets. Be mindful that whereas BxA may not exhibit cointegration, pair AxB may be. You can determine whether AxB and BxA are cointegrated to get good trading results!


Recommended Usage Techniques

(a) Check if the pairs are cointegrate by the ADF test (Augmented Dickey Fuller test). 0% means the pairs are not cointegrating. 90% and 99% mean cointegration (Greater is better).
(b) Check if beta is positive or negative and pairwise correlation. BetaRotation is shown in the magenta line drawn by this indicator.
If beta is positive, check that all correlations are positive (correlations > 0% | min > 0% | max > 0%).
If beta is negative, check if all correlations are negative (correlation < 0% | min < 0% | max < 0%).

If the beta is positive and the correlation is greater than 0 (zero), then you may have a long-short situation:
When the residual line (yellow) reaches the upper band, sell the primary asset and buy the secondary asset (expect a normal reversal).

Once the residual line (yellow) reaches the lower band, buy the main asset and sell the secondary asset (expect reversal of normalcy).

Negative betas and correlations below 0 (zero) can lead to long-long or short-short situations:
Sell ​​the major and secondary Assets when the residual line (yellow) reaches the upper band (anticipate a normal reversal).

Buy ​​the major and secondary Assets when the residual line (yellow) reaches the lower band (anticipate a normal reversal).

Lot Size Ratio
The lot size ratio is determined by Beta or BetaRotation (you need to decide which one is right for you). To find the secondary asset lot size, simply multiply the primary asset lot by the beta.

If beta 0.5 and primary lot = 10, the secondary lot size will be 5. Given the lot size of the main asset, the indicator helps in this calculation.


Parameter list

Second symbol: Second Asset
Opposite Analisys: if "true", the indicator will perform full analisys of B x A
Lot Size: The Lot Size you want to trade with. Indicator will show your the lot size for main and secondary asset
Regression Candles: How many candles to run the Regressions and tests
Regression Type: Regression type, Simple or Multiple(with trend)
Regression Data: Data to run regression and tests. Prices or Percentage (Strong suggestion for Prices usage)
Beta Rotation Candles: How many candles to analize and determine the BetaRotation method
Index Data Type: You can choose between using raw data or Z-Score (Standardized data)
Deviation first line: Standard deviations to plot first line
Deviation second line: Standard deviations to plot second line
Lag-1: The indicator will not include current data in Regression Tests

Save CPU: Choose between running tests based ond Regression Period or All the Candles
Show Panel: Dashboard with a complete analisys based on Cointegration Search Parameters
Beginning: Number of candles for regression to begin search with
Step Size: Number of candles to add in next regression search
Total Steps: Number of steps of adding candles in regression search


If you face any doubts, feel free to message me!


Have good trades!


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プロモーションを開始します! 449ドルで残りわずかです! 次の価格: 599ドル 最終価格: 999ドル EA を 1 つ無料で入手 (2 取引アカウント用) -> 購入後に連絡してください Ultimate Combo Deal   ->   click here Live signal:   https://www.mql5.com/en/signals/2084890 Live Signal high risk :  https://www.mql5.com/en/signals/2242498 Live Signal Set Prop Firm Set File JOIN PUBLIC GROUP:   Click here Parameter overview Gold Trade Pro はゴールド取引 EA の仲間入りですが、大きな違いが 1 つあります。それは、これが本物の取引戦略であるということです。 「実際の取引戦略」とは何を意味しますか?   おそらくお気づきかと思いますが、市場に出回っているほぼすべてのゴールド EA は単純なグリッド/マ
Harmony Drive
Marek Stanislaw Zygala
5 (4)
Harmony Driveは、USDJPY、AUDCAD、CHFJPY、AUDUSD、USDCHF、USDCAD, NZDUSDの以下のシンボルの慎重に選択されたバスケットで動作する高度なシステムです。これらのペアは、その多様な特性と市場行動のために戦略的に選ばれました: USDJPYやUSDCHFのような主要なペアは、高い流動性と狭いスプレッドを提供し、頻繁な取引に最適です AUDUSDやNZDUSDのようなコモディティリンクのペアは、資源豊かな経済に対するエクスポージャーを提供し、ユニークな取引機会を提供します AUDCADやCHFJPYのようなクロスペアは、興味深い相関関係を示し、しばしば良好なトレンドを形成し、主要なペアを補完します この組み合わせは、さまざまな市場条件で良好なパフォーマンスを発揮できるバランスの取れたポートフォリオを確保します 選択されたペアは、異なる地理的地域と経済要因を代表し、分散を強化し、全体的なリスクを低減します 独自のマルチシンボル戦略を採用することで、Harmony Driveはさまざまな市場条件に適応し、Ichimoku Cloud、移動平均線
注意事項 EAには最大6つのエントリーポイントが含まれ、各取引のロット数は注文ロット数に6を乗じたものとなるため、ロット数が大き過ぎないようご注意ください。 ロット数のデフォルトの計算方法は資金のパーセンテージではありません。デフォルトの計算方法はレバレッジの影響を受けないため、リスクをより正確に管理できます。  リスク耐性を高めるために、1,000ドル以上の資金のご利用をお勧めします。 複数の通貨ペアを同時に使用するとリスクが蓄積される可能性があるためご注意ください。 こちらはMT5バージョンです。MT5バージョンは市場環境をより正確に再現できます。 MT4バージョンが必要な場合は、後日リリースいたします。 取引にはリスクが伴うため、こうしたリスクを理解し効果的に管理することが非常に重要です。 リアルマネーシグナル: クリックして表示 ライブシグナル: クリックして表示 MT4バージョン: MT4へ移動 618セール、期間限定で300ドル割引 現在、ゴールドEAを無料で提供するキャンペーンを行っています。購入後にご連絡いただければ、お受け取りいただけます。このキャンペーンは期間限定で
Quantum Emperor MT5
Bogdan Ion Puscasu
4.84 (277)
ご紹介     Quantum Empire 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。 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。 IMPORTANT! After the purchase please send me a private message to receive the installation manual and the setup instructions. ***Quantum Emperor EAを購入すると、Quantum StarMan、Quantum Queen、Quantum Gold Emperorを無料で入手できます!*** 詳細についてはプライベートでお問い合わせください 新しい Live Signal V5:   ここをクリック 旧 Live Signal V4:   ここをクリック MT4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 * サマーセール : $999。 1
Quantum Queen MT5
Bogdan Ion Puscasu
5 (15)
トレーダーの皆さん、こんにちは!私は Quantum Queen です。Quantum ファミリーのエキスパート アドバイザーに新しく加わった非常に強力なメンバーです。私の専門は?ゴールドです。そうです、私は XAUUSD ペアを正確かつ自信を持って取引し、きらびやかなゴールド市場で比類のない取引機会をお届けします。 IMPORTANT! After the purchase please send me a private message to receive the installation manual and the setup instructions. ライブシグナル1:   クリック 8月31日まで 割引 価格。10 回購入するごとに価格が100ドル上がります。最終価格999ドル Quantum EAs チャンネル:       ここをクリック ***Quantum Queen MT5 を購入すると、Quantum StarMan と Quantum Gold Emperor を無料で入手できます!*** 詳細についてはプライベートでお
BitBull EA
Arseny Potyekhin
5 (2)
親愛なるトレーダーの皆様、 最新のプロジェクトをご紹介できることを非常に嬉しく思います。 EA BitBull 。リアルな暗号通貨取引が現実のものとなりました! 信号: ライブ信号 1 ライブ信号 2   この戦略は非常にユニークなので、ライセンスの数を制限して販売したいと考えています。そのため、販売を制限するために価格は着実に上昇します。 次の価格は 790米ドル です。 世界中の尊敬すべきパートナーの助けを借りて、革新的な暗号戦略を開発することに成功しました。 この戦略は、トレンドフォローと平均回帰戦略の原則をシームレスに組み合わせています。 RNN(リカレントニューラルネットワーク)やLSTM(長短期記憶ネットワーク)などの高度なニューラルネットワークを使用しています。 BTC BitBull EAの成功裏の完了に続いて、現在、ETH/BTCおよびETH/USDの取引ペアに焦点を当てています。 特に注目すべきは、この技術の恩恵を受けるために事前の取引経験が不要であることです! 最適な結果を得るために、次の設定とセットアップを遵守および採用する必要があります:
Gold Excel MT5
Gregory Hay
4.82 (17)
へようこそ     GoldExcel EA MT5 バージョン 、その日の通貨ペア XAUUSD (GOLD) で有効な取引。通常のアカウント、スポンサー付きアカウント、およびタスクで動作するように私たちのチームによって設計されました。高頻度取引は使用しないでください。 See all products here:   https://www.mql5.com/en/users/fxmanagedforexltd/seller 初期価格は数週間ごとに値上がりします。 ジン・ジュオ   ゴールドペアのみを使用したデイトレード戦略です。金ペアは、日々の変動が大きく、ボラティリティが高く、動きと株式市場の開始値に相関があるため、このタイプの取引に最適です。金は全体的な流動性が優れているため、約定とパフォーマンスは概して優れています。 GoldExcel は 、価格アクションと時間ベースの取引を使用して、長期テストで歴史的に証明されている優れた利点を生み出すシステムの典型的な例です。さらに、当社の実際の先物取引結果は過去のテストデータに直接対応しているため、お客様は将来のシステム開発に自信を
Ultimate Bot
Mr James Daniel Coe
4.73 (15)
8人のアドバイザーが1人の価格で 今後も続々と登場します。あなたが買う必要がある最後のボット! Ultimate Botは 、トレンドフォロー、平均回帰、ブレイクアウトパターンの組み合わせを使用して、XAUUSD、GBPUSD、AUDCAD、USDCAD、EURGBP、EURUSD、GBPJPY、USDJPY、EURJPY、EURJPYを取引するマルチストラテジーエキスパートアドバイザーです。各戦略は口座のエクイティで取引されるため、1つのグループがドローダウンしている場合、他のグループはリスクを下げ、協力してパフォーマンスを最適化します。AUDCAD M15にアタッチされただけで、チャートの設定が一度だけ行われ、他のペアは自動的に取引されます。使いやすく、強力な分散機能も備えています。 低リスクの個人アカウント(Pepperstone UK): リンク 売り手の評価:5つ星のうち4.8 信頼と評判は私にとって非常に重要です。 私の無料EA「CADスナイパー」は、数ヶ月間mql5無料セクションで#3 - #5にあり、13,500ダウンロードされています。 今では、過去3年
Waka Waka EA MT5
Valeriia Mishchenko
4.1 (39)
EA has a live track record with 4.5 years of stable trading with low drawdown: Live performance MT4 version can be found here Waka Waka is the advanced grid system which already works on real accounts for years. Instead of fitting the system to reflect historical data (like most people do) it was designed to exploit existing market inefficiencies. Therefore it is not a simple "hit and miss" system which only survives by using grid. Instead it uses real market mechanics to its advantage to make p
Slap all news
Inrexea Limited
5 (2)
Please do not pm me if you are asking for:  Discount ( Price will go back to original price 3800 in the future ) Backtesting result ( We don't trust mislead informations ) Signal Monitor: SAN Key Currency Pairs: EURUSD CADCHF NZDJPY GBPAUD XAUUSD These pairs, along with their main related pairs, form the core of our trading strategy, offering a broad spectrum of opportunities across major markets. Product Highlights: Advanced Inrexea Database Integration: Seamlessly connects with our Inrexea
Ai Multi Trend MT5
Mansour Babasafary
4.24 (29)
21% discount, until 2024.08.08  (Original price: $1000) Get a 50% bonus by buying (or even renting) any of our products. After buying (or renting), send a message for more information. Expert trend hunter Combined with artificial intelligence Control the AI with a variety of simple settings Without using dangerous strategies (all trades have a profit limit and a loss limit) Can be used in 6 main market currency pairs and 4 important time frames An expert who has been trained by artific
Big Forex Players MT5
Marzena Maria Szmit
4.83 (48)
We proudly present our cutting-edge robot, the  Big Forex Players EA  designed to maximize your trading potential, minimize emotional trading, and make smarter decisions powered by cutting-edge technology. The whole system in this EA took us many months to build, and then we spent a lot of time testing it. This unique EA includes three distinct strategies that can be used independently or in together. The robot receives the positions of the  biggest Banks  (positions are sent from our database t
Last copy at 399$ -> next price 499$ Dark Algo  is a fully automatic Expert Advisor for   Scalping   Trading on   Eurusd . This Expert Advisor is based on the latest generation of   algorithm  and is highly customizable to suit your trading needs. If you   Buy this Expert   Advisor you can   write a feedback   at market and   get   a second EA for   Free , for More info contact me The basic strategy of this EA is built on a sophisticated   algorithm  that allows it to   identify   and   follow m
Hercules AI
Aleksandr Chebotaev
2.75 (32)
Hello, my name is Alexander. I would like to introduce you to my new development, the Hercules AI advisor. The advisor is synthesis of Price Action Method and Artificial Intelligence technologies.  It doesn't use  any indicators. The EA works well on Gold  pair. The advisor has shown stable performance for more than 10 years. It does not use dangerous trading methods such as martingale, etc. All transactions are protected by take profit and stop loss. I tried to make the advisor as easy to insta
US30 Scalper EA MT5
Lo Thi Mai Loan
4.92 (12)
ランチプロモ! 現在の価格で残りわずかです! 次の価格: 1533 ドル 最終価格:1993ドル Live signal:  https://www.mql5.com/en/signals/2220893?source=Site+Profile+Seller MT4:  https://www.mql5.com/en/market/product/113580?source=Site+Market+Product+Page For more top Expert Advisors and Indicators, visit:   https://www.mql5.com/en/users/lothimailoan/seller I am Los, please subscribe to receive more updates:   https://www.mql5.com/en/users/lothimailoan/news US30 Scalper EAは、トレードとコーディングに豊富な経験を持つチームによって開発された次世代のスキャルピングロボットです。これは、米国(U
Quantum StarMan
Bogdan Ion Puscasu
4.91 (81)
みなさんこんにちは。自己紹介をさせてください。 私は、   Quantum EA ファミリーの刺激的で新鮮なメンバー、   Quantum StarMan です。 私は、最大 6 つのダイナミック ペア (AUDUSD、EURAUD、EURGBP、EURUSD、GBPUSD、USDCAD) を処理できる、完全に自動化されたマルチ通貨 EA です。最高の精度と揺るぎない責任感を持って、あなたのトレーディング ゲームを次のレベルに引き上げます。 肝心なのは、私がマーチンゲール戦略に頼っていないことです。その代わりに、最高のパフォーマンスを発揮するように設計された洗練されたグリッド システムを活用しています。また、安心していただけるよう、口座の合計ドローダウンが事前に設定した制限に達した場合に、すべての取引をクローズするオプションも提供しています。 しかし、それだけではありません。私はただ話しているだけではありません。ライブ信号も流しているので、私の行動を見ることができます。 IMPORTANT! After the purchase please send me a p
Aura Black Edition MT5
Stanislav Tomilov
4.29 (28)
Aura Black Edition is a fully automated EA designed to trade GOLD only. Expert showed stable results on XAUUSD in 2011-2020 period. No dangerous methods of money management used, no martingale, no grid or scalp. Suitable for any broker conditions. EA trained with a multilayer perceptron Neural Network (MLP) is a class of feedforward artificial neural network (ANN). The term MLP is used ambiguously, sometimes loosely to any feedforward ANN, sometimes strictly to refer to networks composed of mult
TrendMaster FX
Chen Jia Qi
4.52 (83)
Live signal : TrendMaster FX The MT4 version : TrendMaster FX MT4   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) 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。 購入後はFAQをお読みください。「 ここをクリックして表示 」 安全で安定したEA: 当社のEAは、グリッドまたはマーチンゲール戦略を使用していません。各注文にはストップロスがあります。 大きな価格変動が発生した場合、ヘッジ保護があり、EA
Boring Pips MT5
Thi Thu Ha Hoang
4.71 (28)
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 S
Golden Taipan FX
Michael Prescott Burney
4 (10)
Golden Taipan FX: The Elite Trading System for XAUUSD H1 Overview: Golden Taipan FX is a cutting-edge trading system engineered specifically for XAUUSD on the H1 timeframe. With over 200 precisely crafted strategies, this system is designed for speed and efficiency, delivering consistent, high-quality trades that maximize profitability. With an impressive win rate exceeding 90%, Golden Taipan FX is your go-to solution for reliable and substantial returns in the gold market. Key Features: High W
Oracle MT5
Stanislav Tomilov
5 (13)
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
SFE Impulse
Joel Juanpere
5 (1)
This expert advisors search for perfect impulse setups. 2 Units left at 1200 USD. Next price 1500 USD Offer 900 USD until monday 26 August The approach is use a very few but high effectives rules / filters and an effective management of the opened position. Signal https://www.mql5.com/es/signals/2049326 Backtest The EA must be backtest in any timeframe, but for use in live, must be attached to a M5 chart. Live setup The EA is very easy to configure, and can be used with the
FT Gold Robot MT5
Marzena Maria Szmit
4.47 (59)
Introducing the FT Gold Robot MT5, your ultimate companion in navigating the intricate world of XAUUSD trading. Developed with precision and powered by cutting-edge algorithms, FT Gold is a forex robot meticulously crafted to optimize your trading performance with XAUUSD pairs . With its advanced analytical capabilities, FT Gold Robot constantly monitors the gold market, identifying key trends, patterns, and price movements with lightning speed. The FT Gold Robot opens 5 positions every day (you
Bitcoin Robot MT5
Marzena Maria Szmit
4.39 (38)
The Bitcoin Robot MT5 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 same time. Bit
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SuperRenko
Paulo Henrique Faquineli Garcia
This indicator creates the perfect RENKO for you to work with timeless types of Candles! Due to RENKO characteristics of timeless, the indicator adjusts trading arrows (otherwise they would be lost) and leaves them exactly where the negotiation occurred in Renko Candles! In addition, this indicator shows exactly the division between days, in order to make it clear to user where each trading session started and ended! Furthermore, the following indicators were added, giving you bigger analysis p
Volume Waves
Paulo Henrique Faquineli Garcia
One of the best tools for analyzing volume, Weis Wave was devised by David Weis to facilitate reading the directional flow. For the disciples of the Wyckoff method, this means an evolution, facilitating a predictive reading of the market, always looking for Accumulation and Distribution zones for traded assets. For better understanding, in this indicator we try to cover every reading of EFFORT (traded volume) versus RESULT (price change). Thus, you can apply the indicator on the chart twice
Auto Midas VWAP
Paulo Henrique Faquineli Garcia
AUTO MIDAS VWAP Volume Weighted Average Price (VWAP) is a trading benchmark commonly used by Big Players that gives the average price a Symbol has traded throughout the day. It is based on both Volume and price. Commonly, MIDAS VWAP damand you to determine the initial point of analysis. This indicator plots automatically based on ZigZag Approach. You will be able to use up to 3 HIGH MIDAS VWAP's and 3 LOW MIDAS VWAP's. Wish the best trade results!!
LongShort Cointegration
Paulo Henrique Faquineli Garcia
Long & Short Based on Cointegration Statistical and Quantitative Long-Short (Pair Trading) approach for long and short positions. Your CPU will always be safe and stable when using Multiple Linear Regression if you have a reliable indicator. Based on the results of this indicator, you can execute a long and short or a long and long/short and short trade between two separate assets. It can show you a Highly informative dashboard based on Cointegration Search you determine, with all statistical d
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