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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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Way To Stars是一款夜间头皮EA,专门设计在市场波动性较低的时间段进行交易来利用低波动性,以此降低风险。这款夜间头皮EA专注于利用小的价格变动进行频繁交易,通过积少成多的方式积累利润。本EA采用严格的止损措施来限制每笔交易的潜在亏损,确保了风险管理的有效性。Way To Stars 是一个真实且诚实的交易系统,它不依赖于号称的神经网络、人工智能、ChatGPT或完美的直线回测结果。 MT4版本     用户手册   signal:  https://www.mql5.com/en/signals/2220466 下一个价格: $699 setfile of signal 本EA的特点: 适合货币对:GBPUSD 加载时间框架:任意 无网格,无马丁,一次交易 将订单分散为多笔订单,降低风险,提高成功率 通过最大持仓时间和最大浮亏比例来管理风险 自动调整交易时间,考虑时区和夏令时变化 小资金账户适用 适用于低点差高流动性平台,如IC Markets 关于回测的特别说明: 夜间头皮策略包含了市场点差极高的一小时,为了取得较为真实的测试效果,请使用“每次报价基于真实数据”模式进行回
Gold Trade Pro MT5
Profalgo Limited
4.58 (33)
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Bogdan Ion Puscasu
5 (14)
各位交易员们,大家好!我是 Quantum Queen,Quantum 专家顾问家族的最新成员,实力非常强大。我的专长是什么?黄金。是的,我以精准和自信交易 XAUUSD 对,为您在闪闪发光的黄金市场上带来无与伦比的交易机会。 IMPORTANT! After the purchase please send me a private message to receive the installation manual and the setup instructions. 直播信号1:   CLICK 折扣 价截止至 8 月 31 日。 每购买 10 件,价格将增加 100 美元。最终价格为 999 美元 量子 EA 频道:       点击这里 ***购买 Quantum Queen MT5 即可免费获得 Quantum StarMan 和 Quantum Gold Emperor !*** 详情请私信询问! 我是一个网格 EA,经过精心设计,可最大限度地发挥您的交易潜力。我的设计基于超过 15 年的交易经验,经过精心调整,近乎完美。我的
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Bogdan Ion Puscasu
4.84 (277)
介绍     QuantumEmperor EA 是一款突破性的 MQL5 专家顾问,它正在改变您交易著名的 GBPUSD 货币对的方式!由拥有超过13年交易经验的经验丰富的交易者团队开发。 IMPORTANT! After the purchase please send me a private message to receive the installation manual and the setup instructions. ***购买 Quantum Emperor EA,即可免费获得 Quantum StarMan、Quantum Queen 和 Quantum Gold Emperor !*** 私信询问更多详情 新的实时信号 V4:   单击此处 MT4版本:   点击这里 量子 EA 通道:       点击这里 * 夏季促销   :999 美元。每购买 10 次,价格就会上涨 100 美元。最终售价 1999 美元 量子皇帝EA     采用独特的策略,将单个交易连续拆分为六个较小的交易。这意味着 EA 每次执行交易时,都会自
AI TradingVision GPX
Yu Mei Cheng
4.78 (65)
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Marzena Maria Szmit
4.38 (37)
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Arseny Potyekhin
5 (1)
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Marek Stanislaw Zygala
5 (4)
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Lo Thi Mai Loan
4.92 (12)
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Mansour Babasafary
4.34 (29)
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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
Apocalypse Gold
Xian Qin Ceng
5 (5)
很多人喜欢XAUUSD的交易,我也不例外,在积累了一些交易经验之后,经过努力,我制作了这个 Apocalypse XAU EA专门用来交易所有与XAU有关的品种,例如XAUUSD/XAUEUR/XAUGBP/XAUCHF/XAUJPY/XAUAUD 。不过考虑到很多人可能并不需要交易所有的XAU货币对,而仅仅需要交易XAUUSD而已,因此一款入门级别的EA变得非常有意义。于是我决定制作  Apocalypse Gold,这是一款专门用于XAUUSD品种交易的EA。 信号展示与讨论群: 信号展示: https://www.mql5.com/zh/signals/2222996 如果你不知如何设置参数或者有其他任何疑问,请点击这里:   Click here 99.9%质量历史数据回测, 2018-2024,Fixde lot . 下一个价格 499$! 一次一单,每个交易订单都有止损止盈。没有马丁,没有网格。在好的年份里,EA会持续增长。当然,也会遇到坏时候。不过坏日子通常不会太久。让我们一起对未来抱有美好期待。 EA的特点: 使用动态小额止损和动态止盈,内置多种平仓方法,快速平
TrendMaster FX
Chen Jia Qi
4.57 (82)
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Michael Prescott Burney
2.91 (11)
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Mr James Daniel Coe
4.71 (14)
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Mansour Babasafary
4.38 (13)
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 the EURUSD , GBPUSD , USDCHF , AUDUSD , USDCAD , NZDUSD  currency pairs Can be used in M30 , H1 , H4 , D1 time frames Has profit limit and loss limit Without using risky strategies like martingale or hedg
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
Eternal Engine EA 是一款采用了多种指标和策略的的先进EA,为交易者提供了一个全面的自动交易工具。Eternal Engine EA拥有较多的交易机会,对点差不敏感,采用严格的入场点位,以求精准的进入每一笔交易。本策略已经在实盘中证明了自己,拥有一年时长的低回撤实时信号。无论您是新手还是经验丰富的交易者,Eternal Engine EA 都能为您提供卓越的交易体验。 MT4版本 signal:  https://www.mql5.com/en/signals/2220467 下一个价格: $699 setfile: High risk Medium risk Low risk 本EA的特点: 适用货币对:GBPUSD,EURUSD,AUDCAD,AUDNZD 加载时间框架:任意 全天侯交易 自定义调节网格的距离与马丁的倍数 自定义允许同时交易的货币对数量 自定义允许交易的回撤范围 多种手段控制风险 对点差不敏感,适用于各种平台 小资金账户适用
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Marco Solito
5 (60)
Last copy at 399$ -> 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
FT Gold Robot MT5
Marzena Maria Szmit
4.47 (59)
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Sof'ia Vlasova
4.77 (13)
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Antonio Simon Del Vecchio
4.85 (13)
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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
Gold Excel MT5
Gregory Hay
4.84 (19)
欢迎来到     GoldExcel EA MT5 版本 ,XAUUSD (GOLD) 货币对当日有效交易。由我们的团队设计,可与常规帐户、赞助帐户和任务配合使用!不使用高频交易! See all products here:   https://www.mql5.com/en/users/fxmanagedforexltd/seller 最初的发行价格每隔几周就会上涨。 金卓   是一种仅使用黄金对的每日一笔交易策略。黄金对因其每日波动幅度大、波动性大以及走势与股市开盘的相关性而成为此类交易的理想选择。黄金具有出色的全球流动性,因此执行力和执行力通常都非常出色。 GoldExcel 是一个典型的系统示例,该系统使用价格行为和基于时间的交易来产生卓越的优势,这一优势已在长期测试中得到历史证明。此外,我们的真实远期交易结果与历史测试数据直接对应,确保客户对系统的进一步发展充满信心。 GoldExcel 非常简单但有效:它使用市场开盘作为催化剂来检测美国交易时段开始时黄金对的早期走势。对黄金使用 5 美元的硬止损可确保每天的所有交易都受到保护。由于基于时间的价格行为交易的自然市场逻辑,Go
信号账户 (运行0.75%余额风险) 注意:由于众多请求,我决定进行25%的折扣促销。购买或租赁均可在此期间享受折扣。促销期将持续1-2周,之后价格将恢复至$2400。如果在此期间购买市场周期,还可以在Nexus比特币剥头皮EA和Nexus指数上获得25%的折扣,创建一个非常好的多样化投资组合。 通过私信联系我,可享受所有EA购买10%的特别折扣。 如果需要MT4版本或无法负担租赁/购买费用,请联系我寻求替代方案。 加入Nexus社区公开聊天 MQL5市场中最佳的非马丁格尔、网格或平均EA。 此算法自2020年以来已经在私人账户上实时运行超过3.5年,返回超过26,000点的收益,具有出色的风险稳定性。现在升级到MT5平台,增加了市场状态识别和额外的指标过滤。 该算法利用基于零售交易者情绪和9种不同指标的专有AI模型来识别和预测相关的市场周期,包括MACD、平滑移动平均线、RSI、TDI、ADX及一些不常见的指标,以在趋势期间找到最佳入场点。 这些数据已经收集多年并输入AI引擎,以学习零售交易者的模式并持续与之对抗交易。 此EA是 Nexus 投资组合的一部分——MQL5市场中最长期稳
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Donchian Pro
Paulo Henrique Faquineli Garcia
5 (2)
The Donchian Channel Channels are among the most popular tools of technical analysis, as they visually convey to the analyst the limits within which most price movement tends to occur. Channel users know that valuable information can be obtained at any time, whether prices are in the central region of a band or close to one of the border lines. One of the best known techniques to explore these concepts is Bollinger Bands. However, John Bollinger was not the only one to research the applicatio
FREE
Midas VWAP
Paulo Henrique Faquineli Garcia
4 (1)
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. This indicator contains Daily VWAP and MIDAS' VWAP, which means you are able to anchor the beggining of MIDAS' calculations and, therefore you will be able to use this methodology to study price versus volume moves after anchor point. You will be able to anchor up to 3 HIGH MIDAS VWAP's and 3 LOW. Wis
FREE
VolumeFlow
Paulo Henrique Faquineli Garcia
5 (2)
VolumeFlow is a Volume Accumulation / Distribution tracking indicator. It works in a similar way to OBV, but it is much more refined and includes the options to use: Classical Approach = OBV; Useful Volume Approach; Gail Mercer's approach; Input Parameters: Input Parameters: Approach Type: Explained above; Volume Type: Real or Ticks; Recommendations: Remember: The TOPs or BOTTONS left by the indicator are good Trade Location points. This is because the players who were "stuck" in these regions w
FREE
ColoredMA
Paulo Henrique Faquineli Garcia
4.33 (3)
Média Móvel que possui todos tipos de Cálculo comum: Simples Exponencial Suavizada Ponderada Conta com suporte para aplicação sob outros indicadores! Seu principal diferencial é o esquema de cores em GRADIENTE que, de acordo com a mudança no ângulo da média, altera suas cores conforme demonstrado nas imagens abaixo. Com isso, espera-se que o usuário tenha uma percepção mais suavizada das pequenas alterações. Bons trades!!
FREE
Rejection Zones
Paulo Henrique Faquineli Garcia
Este poderoso indicador analisa o gráfico e mostra zonas de Rejeição de Preços! Isto é, locais onde o preço foi, mas não foi aceito pelo mercado! A visualização desta zona de Rejeição, facilita o entendimento do trader na tomada de decisões de onde operar e como operar! O indicador é composto por 4 linhas, sendo classificadas em 2 grupos: Linhas Vermelha e Amarela: Denotam os extremos onde o preço conseguiu chegar, mas não foi aceito! Linhas Laranja e Azul: A partir delas, denotam o Início da
FREE
VWAPBands
Paulo Henrique Faquineli Garcia
This indicator calculates the Daily VWAP and projects its Bands in 3 upper levels and 3 lower levels (Supports and Resistances), offset by the Standard Deviation selected by the user. How to configure: Choose the symbol and the desired graphic time; Choose the type of price that is most suitable to calculate the Desired VWAP; Choose whether or not you want the Bands to be plotted; Choose the type of Volume you want to use (Ticks or Real); Choose the type of Calculation of the Bands (Deviation
EchoCardiogram
Paulo Henrique Faquineli Garcia
This indicator allows you to monitor and correlate several assets simultaneously. Using an operational reading technique applied in Multimarkets, the user is able to observe the behavior of other assets visible to the current asset that is operating. With this, the user's ability to make decisions becomes more robust and grounded. The indicator has the capacity to list up to 4 assets, with the possibility, also, to change the type of quote and be used both for the current price and the past p
Will Spread
Paulo Henrique Faquineli Garcia
The Larry Wiliams' indicator named WillSpread considers the influence of the secondary Asset (Symbol) on the current Asset (trading). Indicator essence is to transform the correlation between assets in accumulated history data, providing an opportunity to detect various peculiarities and patterns in price dynamics which are invisible to the naked eye. Based on this information, traders can assume further price movement and adjust their strategy accordingly. As exposed on his Book, Larry says: "a
VolumeCapacitor
Paulo Henrique Faquineli Garcia
Designed by Fábio Trevisan, VolumeCapacitor is an indicator that, in addition to showing the volume quantity, shows its direction, having as main characteristic, the possible price tops and bottoms, or pullback areas. With its simple but not simplistic calculation method, it is able to determine areas where the defense of long and short positions can be assessed with a simple observation. VolumeCapacitor uses in its unique formula the OBV (Balance of Volume, or On-Balance Volume) idealized by J
BigPlayerBars
Paulo Henrique Faquineli Garcia
Se você já ouviu falar do Método de  Wyckoff, Análise de dispersão de volume, etc., com certeza chegou até aqui para buscar o indicador que lhe faltava!! Nosso indicador é capaz de lhe mostrar a dispersão de volume negociado pelos grandes players durante todo o período de negociação! E o grande diferencial deste tipo de abordagem é a capacidade que este indicador possui de lhe mostrar onde está armado o "ACAMPAMENTO" dos BigPlayers e, assim, tirar o melhor proveito em seus trades, entrando jun
VolProfile PRO
Paulo Henrique Faquineli Garcia
For those who need a Volume Profile / Market Profile indicator, here is the solution! It contains the essential information: Control Point (POC); Higher Value Area (VAH); Lower Value Area (VAL); You can choose to SHOW or NOT SHOW the volume Histogram, according to your wish. If you choose to show the histogram, note that according to the type of asset, it is necessary to adjust the scale of the indicator (last parameter of the indicator). You can also choose from the data source of your h
Renko Ultimate
Paulo Henrique Faquineli Garcia
3.5 (2)
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! Important details: The automatically generated RENKO has an accuracy of up t
ATR SuperTrend
Paulo Henrique Faquineli Garcia
A ‘Supertrend’ indicator is one, which can give you precise buy or sell signal in a trending market.  As the name suggests, ‘Supertrend’ is a trend-following indicator just like moving averages and MACD (moving average convergence divergence). It is plotted on prices and their placement indicates the current trend. The Supertrend indicator is a trend following overlay on your trading chart, much like a moving average, that shows you the current trend direction. The indicator works well in a tren
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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