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Statistical Arbitrage Cointegrated Pairs Trading

4

This robot trades a pair of two symbols at the go and as such it cannot 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.

Statistical Arbitrage Cointegrated Pairs Trading Robot is an expert advisor executable on any PC running Metatrader 4. A linear regression is applied on two symbols (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. The required minimum deposit per traded pair depends very much on the set lot size and the measured standard deviation (shown as the right-most number on displayed Regression Model). For example, if the LotSize is set to 0.01 standard lots (which is 1000 units), LotRatio set to 2.00 and the measured standard deviation is 0.0070, then the recommended minimum deposit for trading just that pair alone will be 7.5*(2.00 + 1)*1000*$0.0070 = $158.00. When taking into account margin requirement and floating losses, it is always better to have more than the minimum required funds (i.e. $200 rather than $158 is a good choice for the example above). This model has a sufficiently low risk and good returns in a long run but it is not a get-rich quick scheme (it is more of an investment strategy and as such needs patience as a trade can a week or so before closing). 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 linear regression model. By default, this is set to N = 9000. Lowering this value can affect the strength or accuracy of the robot.

2. Magic is the magic number used to uniquely mark/identify trades opened by this robot in the presence of other robots. By default, this is set to magic = 1000. As such, every instance of this robot (if you run multiple instances on the same MT4 app) should have unique magic number and the difference between any two chosen magic number should be atleast 6 to avoid overlaps that can confuses the robot. This is because when you set a magic number as 1000, the program internal creates others magic numbers from 1001 up to 1005. If you run another instance of this robot, you should not choose a magic number in the range from 1000 to 1005 otherwise the robot will end up being confused and close wrong trades due to overlapping magic numbers.

3. LotSize is the nominal lot size. By default, this is set to LotSize = 0.01. It can be changed depending on how much funds are available in the account.

4. LotRatio represents the lot size ratio (1.00 : LotRatio) of the two symbols formig a pair. This means for each complete transaction, a total of (LotRatio + 1)*LotSize lots will be used. As such LotRatio should not be set so high that one transaction ends up taking a large fraction of the funds. If a traded pair requires too much LotRatio, it is best to abandon that pair and look for others. By default LotRatio is set to 2.00. LotRatio should only be increased if the funds allow, otherwise change the traded pair to one which require smaller LotRatio. 

5. Symbols are two instruments/symbols that form one traded pair. By default this is set to Symbols  It is best to choose two symbols that are already known to be related (positive or negative comovement or correlation). If the chosen symbols do not show good evidence of relationship (either goodness of fit of less than 0% or correlation coefficient below 25% or cointegration p-Value measure of atleast 10%) the robot will not open any trade.

6. TimeFrame is the time frame for the price data used. By default this is set to 1 hour.

评论 1
Victor Angel Revilla Marquez
2384
Victor Angel Revilla Marquez 2024.11.27 21:36 
 

Hello, last Thursday we purchased 1 month of usage for the bot, but when trying to install it, it says the license has expired. Please help.

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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
Supply Demand EA ProBot
Georgios Kalomoiropoulos
5 (8)
基于 供需 原则的 全自动 EA 。第一个 提供 完全自动化的 供需 EA。现在 交易 变得毫不费力,可以完全控制您的交易策略 通过用户友好的图形交易面板。 您将获得超高品质 包含超过 15,000 行代码的算法交易软件。 交易“Prop Firms Challenges”和通过所有阶段成为合格交易员的最佳方式。 供应需求 EA ProBot 手册 || 如何使用交易面板 || 自动方向 购买后请给我发一条消息,让我将 “方向面板” 指示器发送给您。其价格为 (199 美元) ,但购买后您将完全 免费 获得它。 “供应和需求 EA ProBot” 中的交易模式 · 手动交易: 您可以通过点击供应和需求区域旁边的区域标签来手动进行标记/限价交易。为此,您需要从输入参数启用手动交易,并禁用交易面板上的买入和卖出按钮。 · 半自动交易: 当价格触及某个区域时,EA 可以自动进行交易。它根据您在交易面板上选择的偏好进行交易。为了在价格触及需求区域时进行交易,需要激活“买入”按钮;为了在价格触及供应区域时进行交易,需要激活“卖出”按钮。这允许您自定义交易方向(买入或卖出),以及其他基本
Zen Flow 2 MT4
Hamza Ashraf
3 (3)
发售促销: 当前价格仅剩少量副本! 最终价格:1,700美元 购买后联系我可获得1个EA免费(针对2个交易账户) Instruction Blog Link to Channel 欢迎来到ZenFlow! ZenFlow是一款先进的EA,旨在精确快速地适应不断变化的市场趋势。它经过优化,专门用于交易XAUUSD( or GOLD)符号,并且只应在一个图表上运行。该EA使用复杂的趋势跟随策略,结合基于动量的指标来识别最佳入场点,同时过滤掉虚假信号。移动止损功能有助于在有效管理风险的同时保障利润。 使用尖端技术构建,这款EA在趋势市场中特别高效,确保交易执行的高准确性。其内置的风险管理系统包括动态手数、止损、止盈和移动止损,旨在最大化每笔交易的潜力,同时保护您的资金。 特点: 快速简便的设置:将EA附加到XAUUSD( or GOLD)的单个图表上 无网格,无马丁格尔,无高风险策略 与所有经纪商和自营交易公司兼容 自动适应市场条件以实现最佳性能 移动止损和止盈功能以保障收益 回测: 在XAUUSD( or GOLD)上使用默认设置运行EA,或根据您喜欢的回撤水平自定义风险管理参数。回测
Aura Neuron MT4
Stanislav Tomilov
5 (4)
Aura Neuron 是一款独特的 EA 交易系统,延续了 Aura 系列交易系统。通过利用先进的神经网络和尖端的经典交易策略,Aura Neuron 提供了一种具有出色潜在性能的创新方法。这款 EA 交易系统完全自动化,旨在交易 XAUUSD (GOLD) 等货币对。从 1999 年到 2023 年,它在这些货币对中表现出了一致的稳定性。该系统避免了危险的资金管理技术,例如马丁格尔、网格或剥头皮,使其适用于任何经纪商条件。Aura Neuron 由多层感知器 (MLP) 神经网络驱动,利用它来预测市场趋势和走势。MLP 是一种前馈人工神经网络 (ANN),通常被称为“原始”神经网络,尤其是当它们由单个隐藏层组成时。MLP 包括三个基本层:输入层、隐藏层和输出层。除输入节点外,每个神经元都使用非线性激活函数。该网络使用称为反向传播的监督学习技术进行训练。 MLP 的多层结构和非线性激活使其有别于线性感知器,使其能够识别数据中非线性可分的模式。通过其复杂的 NN 智能,Aura Neuron 能够识别模式并适应不断变化的市场条件,例如汇率或交易者行为的变化。其处理复杂数据的能力使其能够
FX EurUsd Robot MT4
Marzena Maria Szmit
5 (13)
The EUR/USD Multi-Strategy Trading Robot MT4 is an advanced tool designed to optimize trading by combining 3 key systems:   daily trading, volume analysis, and Fibonacci   retracement levels. This robot works by integrating these different approaches to create a more dynamic and adaptable strategy for trading the   EUR/USD pair . EA adapts to different market conditions, this makes it an ideal solution for traders looking to enhance their trading strategy with a powerful, multi-faceted approach.
Diamond PRO
Fanur Galamov
4.85 (46)
1 copies left for $225 Next price  -->   $299 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
Gold ISIS MT4
Lo Thi Mai Loan
5 (2)
EA Gold Isis – 一个安全且高效的黄金交易解决方案   启动促销! 当前价格仅剩 1 份!  下一价格:$498 最终价格:$1998  实时信号 MT5版本 你好!我是EA Gold Isis,是Diamond Forex Group家族中的第二款EA,专为黄金交易(XAU/USD)设计。凭借卓越的功能和安全优先的理念,我承诺为交易者提供可持续且高效的黄金交易体验。   EA Gold Isis 有何独特之处?   - 动态止损(SL):EA 根据最近K线的价格范围设置止损(SL)。这一功能确保SL能够灵活适应市场变化,更有效地保护您的账户。   - 多样化交易策略:EA配备了3种交易策略,每种策略最多可同时开启3个订单,总计最多可进行9笔交易。   - 灵活的移动止盈:提供利用移动止盈锁定利润的功能。您可以根据个人偏好完全自定义该功能。   - 安全至上:每笔交易均设置了预设止损(SL),以保障您的账户免受意外风险的侵害。   EA Gold Isis 的工作原理   1. 无风险策略:      - 不使用马丁策略或网格交易。      - 不执行
Forex GOLD Investor
Lachezar Krastev
4.5 (44)
SPECIAL BIG DISCOUNT! ->> Buy Forex GOLD Investor with -60% OFF! NOTE: Promo price: $197 (Regular Price: $497) - The offer ends soon! Live Signal Account:   https://www.mql5.com/en/signals/2276118 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. I
Golden Rhythm MT4
Zeeshan Ali
5 (1)
Golden Rhythm - 自适应交易与内置新闻保护 Golden Rhythm - 轻松掌握波动性 Access the expert details here . Please join our channel here . 利用尖端技术,畅享 Golden Rhythm! 该EA经过优化,能够适应波动市场,为交易者提供控制风险的工具,同时最大化表现。无论你是初学者还是寻求高级功能的专业交易员,Golden Rhythm都能支持你实现持续盈利的旅程。 如何开始使用 Golden Rhythm: 从最佳交易品种中选择,例如 Gold (XAUUSD)。 将 Golden Rhythm 应用到单个 Gold (XAUUSD) 图表上,使用推荐的时间框架: H1 。 开始时使用 默认输入 以熟悉EA,并根据自己的喜好调整风险设置。  Golden Rhythm? 单图解决方案 Golden Rhythm设计用于单图使用,简化您的设置并最大化性能。 Gold (XAUUSD) H1 高级跟踪止损 通过自动跟踪止损有效锁定收益,确保在市场向有利方向移动时保护利润。 风险管理 设计了
HFT Prop Firm EA
Dilwyn Tng
4.96 (668)
HFT Prop Firm EA 也被称为 Green Man,因为其独特的标志,是专为克服允许高频交易 (HFT) 策略的专有交易公司 (prop firms) 的挑战或评估而设计的专家顾问 (EA)。 限时优惠:购买 HFT Prop Firm EA 免费赠送价值 $198 的工具 MT5 版本: https://www.mql5.com/en/market/product/117386 通过 HFT 挑战表现监控(起价 $200): 1) 经纪商:IC Markets 账号 66603384 服务器:ICmarketsSC-Demo06 密码:Greenman 2) 经纪商:IC Markets 账号 21718043 服务器:ICmarketsSC-Demo02 密码:Greenman 结果 1: https://c.mql5.com/31/1055/hft-prop-firm-ea-screen-4333.gif 结果 2: https://c.mql5.com/31/1055/hft-prop-firm-ea-screen-4648.gif 超过 600 条五星好
The Infinity EA MT4
Abhimanyu Hans
3.44 (27)
ChatGPT Turbo 人工智能驱动技术 Infinity EA 是一款专为 GBPUSD 和 XAUUSD 设计的高级交易专家顾问。它专注于安全性、持续回报和无限盈利能力。与许多其他依赖高风险策略(如马丁格尔或网格交易)的 EA 不同。Infinity EA 采用基于神经网络的规范、有利可图的剥头皮策略,该神经网络嵌入机器学习、数据分析 AI 技术,由最新的 ChatGPT 版本提供,可让您的整体交易体验卓越不凡。 加入我们拥有超过 6000 名成员的 MQL5 社区, 与其他交易者建立联系。及时了解最新的产品更新、提示和独家内容。 MT5 版本 如何设置 Infinity EA 特征 Infinity EA 利用人工智能驱动的剥头皮策略。 该 EA 与 ChatGPT-4 Turbo 集成,可进行实时数据分析。 Infinity EA 利用机器学习不断从市场数据中学习。 风险管理是 Infinity EA 的核心,具有固定止损和获利设置等功能,可以保护资本并锁定利润。 该 EA 还进行高级蜡烛图分析,以识别高质量的交易条目。 Infinity EA 与道具公司完全兼容。 促销
TitanGold AI mt4
Leonid Arkhipov
4.43 (7)
Titan Gold AI Titan Gold AI — 强大的XAU/USD交易专家 应我们的Aurum AI用户的众多请求,我们推出了 Titan Gold AI ——一个用于黄金(XAU/USD)交易的创新型机器人。Titan Gold AI结合了经过时间验证的策略和先进的人工智能技术,使其成为可靠且高效的交易工具。 Titan Gold - 重要信息 重要信息! Titan Gold 于 2025 年 1 月 1 日 发布。 坦率地说,每个交易系统都会遇到不利的市场条件。1 月和 2 月对该交易顾问来说是充满挑战的月份,但它的主要优势是 稳定性和算法的安全性 。 该交易顾问采用 几乎相等的止损 (Stop Loss) 和止盈 (Take Profit) 水平 ,因此在这两个月内 没有任何损失 。这证实了它的可靠性和出色的风险管理。 查看实时信号 现在,我们只需要等待有利的市场条件, Titan Gold 将展示其真正的潜力 。您已经看到它如何在最困难的情况下保持资金安全。 请不要在意负面评论——这些评论通常来自那些想要立刻赚钱的人。 Titan Gold 设计用于长期交易
AW Recovery EA
AW Trading Software Limited
4.37 (81)
智能交易系统是一个旨在恢复无利可图头寸的系统。 作者的算法锁定了一个亏损仓位,将其拆分为多个独立的部分,并分别平仓。简单的设置、在回撤的情况下延迟启动、锁定、禁用其他 EA 交易、使用趋势过滤进行平均以及部分关闭亏损头寸都内置在一个工具中。 与仅在整个组中关闭订单的网格策略相比,使用部分关闭损失可以让您以较低的存款负载减少损失,从而确保更安全地处理损失。 如何恢复订单: 1 EA 关闭所选工具的其他窗口以关闭无利可图的 EA(可选)。 2 EA 重置所有已处理订单的止盈和止损水平,并删除具有相应标识符的挂单。 3 EA 关闭所有已处理的盈利订单,以便使用其利润来弥补部分非盈利订单并减少总头寸量(可选)。 4 EA 通过打开锁定订单来锁定亏损头寸。 5 然后,通过打开恢复订单,它开始通过部分关闭不盈利的订单来减少损失。 6 当部分关闭时,算法首先恢复定位最不成功的订单,或者最接近盈利的无利润订单。每个无利可图的订单都分为许多部分,顾问分别关闭每个部分。恢复订单以小量开仓,以免大幅增加入金负担 包含注释、设置和测试说明的完整输入设置列表  ->   这里  MT5 版本 ->   这里
Ai General EA MT4
Indra Maulana
5 (2)
Bonus: By purchasing this Expert, get 1 Expert as a gift (Only for the next 7 buyers) To receive the bonus, send a message after purchase A fully automatic expert Designed and produced 100% by artificial intelligence, with the world's most advanced technology All trades have profit and loss limits, with the best and least risky market strategy, without using dangerous strategies such as Martingale and hedges, etc. A specialist who has been trained by artificial intelligence for years to correct
Golden AI
Dmitriq Evgenoeviz Ko
1 (1)
The Gold AI EA for gold trading in the MetaTrader 4 (MT4) platform is an automated trading system specifically designed for gold (XAU/USD) trading. Such advisors typically use algorithms to execute trades based on technical analysis and other market data. Its ability to interact contagiously with market volatility gives confidence to even the most cautious traders, opening up new horizons for them to achieve success. Regardless of the level of experience, this tool, capable of quickly adapting
Goldex AI
Mateo Perez Perez
5 (1)
Goldex AI:今天的成功将是明天的果实 实时信号 > IC Markets Real: Goldex AI 高风险设置 手册和配置文件:购买后请联系我获取手册和配置文件。 价格: 起始价格为 499 美元,每售出 10 台将增加 199 美元。 可用副本:8 Goldex AI - 具有神经网络、趋势和价格行为的高级交易机器人。 Goldex AI 是一款高性能交易机器人,它利用价格走势打破黄金的支撑位和阻力位,充分利用纽约市场的走势,从而获得尽可能高的利润。 该机器人有一个名为 “智能恢复 ”的策略,在出现亏损后会启动该策略,并开设更大的手数,以便在短时间内挽回可能出现的亏损。 Goldex AI 有一个内置的智能新闻过滤器,可以过滤掉没有中等和高影响新闻的日子,从而禁止交易,这是因为这些日子的市场非常缓慢,没有足够的运动来实现突破支撑和阻力的正确价格行动。Goldex AI 使用 ForexFactory 作为数据源,这是当今最好的新闻提供商之一。如果您要进行实时交易,建议启用它;如果您要进行回溯测试,建议禁用它。 Goldex AI 具备 AutoGMT 偏移功能,可自动
Dark Algo
Marco Solito
4.77 (56)
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 market trends . T
CoreX G MT4
Arseny Potyekhin
5 (8)
概述 CoreX G EA 是一种专为应对外汇市场复杂性而设计的先进交易系统。通过利用尖端的神经网络、复杂的机器学习技术和集成的大数据策略,CoreX G 在交易中提供了卓越的准确性和安全性。这个专家顾问(EA)因其技术卓越性和优质的客户支持而脱颖而出,确保用户在遇到任何问题或疑虑时都能得到帮助。 信号:   Live Signal Live Signal 2 Blog: CoreX G EA 由于该策略非常独特,我只想出售有限数量的许可证。因此,价格将稳步上涨以限制销售。 下一个价格是  790 USD 。 经纪商 任何经纪商,优选 ECN / ZERO 点差 杠杆 从 1 : 20 起 存款 最低 200 美元     符号 XAUUSD 时间框架 H1 大数据集成与交易策略 大数据是 CoreX G 策略的基石。它处理大量的历史和实时市场数据,以做出明智的交易决策。大数据的使用使系统能够更有效地识别外汇市场中的模式和趋势,从而做出更准确的预测并提高交易机会。通过将机器学习与大数据结合,EA 动态适应市场变化,不断整合新数据并优化其模型。 使用的神经网络 卷积神经网络(CN
Gold One MT4
Habib Gholamali Heidari
3.3 (10)
Gold One  MT4 大家好,外汇黄金交易爱好者们, 欢迎使用我们的机器人,加入顶级黄金交易者的行列。凭借超过二十年的精准外汇市场经验,我们自豪地推出最新一代的交易机器人。 特点:  非常适合prop公司挑战。 适合所有账户规模,包括小额资本。 无   网格和   无   马丁格尔 100% 完全自动化 该机器人采用最新的、最先进的专门用于黄金交易的指标,具有无与伦比的准确性来识别买入和卖出点。这代表了外汇市场中黄金交易的革命性突破。这一创新是经过十多年研究、试验和广泛测试的成果,融入了顶级黄金交易专家的见解。通过利用复杂的黄金交易模式,我们的机器人确保了您的安心,让您可以无压力地监控其完全自动化的交易。多年的测试结果清楚地表明,我们的机器人表现优越。 其他主要特点 自动交易  XAUUSD  货币对。 每笔交易都有  SL 保护,TP 和 SL 都可以根据市场条件 变化 。 非常容易安装,无需更改设置,只需在  XAUUSD H1上运行一次 建议使用 VPS 来保持EA 24/7运行,具有低延迟 推荐使用  低点差的经纪商 最低初始存款:$500 新闻和替代设置在Tel
CyNera MT4
Svetlana Pawlowna Grosshans
2.8 (15)
CyNera:您的交易,我们的技术 信号 >400%:  CyNera 信号 >500%: CyNera Turbo 手册和设置文件:购买后请联系我以获取手册和设置文件 价格: 价格根据售出的许可证数量上涨 可用副本: 4 交易黄金,市场上最波动的工具之一,需要精确的操作、深入的分析和强有力的风险管理。CyNera 专家顾问将这些要素无缝集成到一个复杂的系统中,专为优化黄金交易而设计。CyNera 的先进策略和技术旨在帮助经验丰富的交易员和新手应对黄金交易所带来的独特挑战和机遇。 有了 CyNera,您就拥有了一套可靠的解决方案,专门针对黄金市场的复杂性。它结合了自适应、智能策略以及多时间框架分析、自动交易调整和精确的风险管理等高级功能。正是这种适应性,使得 CyNera 成为一种多功能工具,能够应对快速的市场变化,同时确保您的资本在长期内得到保护。 符号 XAUUSD (黄金) 时间周期 M30   资本 最少 100 美元 经纪商 任何经纪商 账户类型 任何,较低点差优先 杠杆 从 1:20 起 VPS 首选,但不是必须,也可以使用 MQL VPS CyNera 的核心力量
Aurum AI mt4
Leonid Arkhipov
4.63 (27)
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Marzena Maria Szmit
4 (4)
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XG Gold Robot MT4
Marzena Maria Szmit
4.54 (28)
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
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Andrei Nazarets
4.29 (7)
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Victor Angel Revilla Marquez
2384
Victor Angel Revilla Marquez 2024.11.27 21:36 
 

Hello, last Thursday we purchased 1 month of usage for the bot, but when trying to install it, it says the license has expired. Please help.

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版本 1.1 2024.07.31
Improved Model Training and Parameter Estimation.