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Cointegrated Pairs Trading Indicator

1
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 evidence of cointegration the two instruments can be traded as one stationary process. The trader can make entries every time the model spread/deviation (residual time series) crosses a new multiple of standard deviation from on its way from the mean. The indicator plots four multiples of standard deviation (-4 Std, -3 Std, -2 Std, -1 Std, 1 Std, 2 Std, 3 Std, 4 Std) in the indicator window below the main chart window. The indicator also displays some useful information (i.e. cointegration model parameters, lot size ratio, standard deviation, model deviation, levels, etc) in the main chart window.

To explain this operation further, suppose the model spread crosses the first standard deviation (negative or positive side) away from the mean. Then the trader will open two orders which together act as one order pair for model spread as a synthetic instrument (a stationary one). If the model spread goes further away to cross the second standard deviation from the mean, the trader  can pen a new order pair with same lot sizes. The trader should wait until the model spread reverts back to the mean (i.e. level 0) and close all trades and start afresh.  The end result is always that when the model mean finally reverts back to the mean there will be net profit in so far as the cointegration model is still valid.

There is a good reason why it is safe to keep opening order pairs as the model spread keeps moving away from the mean. That reason is that, since the model spread is a tested stationary process then it has a tendency of mean reversion and binning this process result in Gaussian histogram profile and this tells us that the probability of model spread moving further and further away from the mean decreases exponentially. It is for this reason that always betting that model spread is bound to revert back to the mean value results in an investment system with a positive expectation value which can be calculated explicitly given the mean and variance of the Gaussian histogram profile.


The lot size ratio is given by the coefficients of the instruments displayed in the main chart window (i.e. if the model is EURUD = -1.14*USDCHF + 1.86 for example, then the lot size ratio should be EURUSD : USDCHF = 1.00 : 1.14. Here are some few rules regarding what to buy/sell and when. Suppose the cointegration model example is given by EURUSD = M*USDCHF + C. Then the rules are as follows (Remember we only make entries when the model spread crosses multiples of standard deviation when it moves away from the mean):

1. If Model deviation is negative (i.e. negative level) AND the coefficient M is positive, do the following: (a) buy EURUSD and sell USDCHF and (b) set the lot size ratio of EURSD : USDCHF = 1 : abs(M).

2. If Model deviation is negative (i.e. negative level) AND the coefficient M is negative, do the following: (a) buy EURUSD and buy USDCHF and (b) set the lot size ratio of EURSD : USDCHF = 1 : abs(M).

3. If Model deviation is positive (i.e. negative level) AND the coefficient M is positive, do the following: (a) sell EURUSD and buy USDCHF and (b) set the lot size ratio of EURSD : USDCHF = 1 : abs(M). 

4. If Model deviation is positive (i.e. negative level) AND the coefficient M is negative, do the following: (a) sell EURUSD and sell USDCHF and (b) set the lot size ratio of EURSD : USDCHF = 1 : abs(M).


The robot has various input parameters (set at default settings) some of which are described below:

1. N is the data size for building cointegration model.
2. TFrame is the time frame in minutes.
3. PairOne & PairTwo are two trading instruments which are to tested for cointegration and traded if the test succeeds. The robot will report back if the chosen instruments have weak or no significant cointegration and the user should react by choosing a different combination.


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通过 mql5 和 Telegram 上 的 " 晨间简报 "获取每日市场更新,包括详细信息和屏幕截图 ! 外汇交易量(FX Volume)是第一个也是唯一一个从经纪商角度真正洞察市场情绪的交易量指标。 直接在您的图表上看到这些信息是真正改变游戏规则和突破性的交易解决方案。 受益于独特的市场数据洞察,如 比率(Ratios )显示货币多头和空头头寸的比率(百分比 比率变化 显示所选时间段内的多头比率及其百分比变化 总交易量 显示货币的总交易量(多头和空头),以手为单位 多头 交易量显示货币所有多头头寸的交易量 空头 交易量显示所有货币空头头寸的交易量 净多头 显示净多头交易量,即所有多头头寸减去所有空头头寸(以手为单位)。 净多头百分比 显示货币净多头交易量的变化 请阅读我们的基本教程 -> "如何使用外汇交易量进行交易 " 获取更多信息,如常见问题、交易技巧和教程视频,请访问我们的 外汇交易量公共信息频道 请 安装并运行 SI Connect 以建立与我们数据中心的持续连接 背景信息 我们都知道,外汇是一个分散的市场。这就是为什么我们必须打破常规思维,开发一个独
Enigmera
Ivan Stefanov
5 (3)
ENIGMERA:市场核心 https://www.enigmera.com 简介 该指标和交易系统是金融市场的一种非凡方法。ENIGMERA 利用分形周期精确计算支撑位和阻力位。它能显示真实的累积阶段,并给出方向和目标。 该系统无论在趋势中还是在修正中都能发挥作用。 它是如何运行的? ENIGMERA 由三条线组成:支撑/阻力线、目标线和偏离线。与一般市场指标将过去的数据推断为现在和未来的情况不同,该系统能提供当前的完整情况。如果你处于支撑位,这意味着真正的支撑;如果你处于阻力位,这意味着真正的阻力。如果突破某一水平,则表示趋势发生变化。没有重绘。 由于市场在不断变化,ENIGMERA 不断调整其评估工具,定期修改策略。  这保证了每种情况都能得到全面评估。这一市场指标的独特性显而易见,其能力不言而喻。  ENIGMERA 为金融分析师和咨询师提供服务,他们需要可靠的见解与客户分享,也为投资者提供服务,他们需要最精确和最可靠的保证。 该系统能够达到最佳精度,使交易者能够自信、清晰地评估他们的选择。 ENIGMERA 将 20 年的交易专长和知识整合到一个综合软件
FX Power MT4 NG
Daniel Stein
5 (11)
通过 mql5 和 Telegram 上 的晨间简报获取每日市场更新,包括详细信息和屏幕截图 ! FX Power MT4 NG 是我们长期以来非常受欢迎的货币强度计算器 FX Power 的下一代产品。 这款下一代强度计算器能提供什么?您所喜爱的原版 FX Power 的所有功能 附加功能 黄金/XAU 强度分析 更精确的计算结果 可单独配置的分析周期 可自定义计算限制,以获得更好的性能 为希望查看更多信息的用户提供特殊的多实例设置 无尽的图形设置,可在每个图表中设置您最喜欢的颜色 无数的通知选项,让您再也不会错过任何重要信息 采用 Windows 11 和 macOS 风格的全新圆角设计 神奇的移动指标面板 FX Power 主要功能 所有主要货币的完整强势历史 所有时间框架内的货币强弱历史 所有经纪商和图表的计算结果完全相同 100% 可靠的实时计算 -> 无重绘 可通过下拉列表选择分析时段 通过自定义模式单独配置分析时段 可在一个图表中使用多个实例 可移动 FX Power 显示屏(通过拖放) 适用于高分辨率 QHD、UHD 和 4K 显示器 自动终端配置 针对平板电脑
GOLD Impulse with Alert
Bernhard Schweigert
4.56 (9)
这个指标是我们2个产品 Advanced Currency IMPULSE with ALERT  +   Currency Strength Exotics 的一个超级组合。 它适用于所有时间框架,并以图形方式显示8种主要货币和一种符号的强势或弱势冲动! 该指标专门用于显示任何符号的货币强度加速,如黄金、异国货币对、商品、指数或期货。这是它的第一个指标,任何符号都可以被添加到第9行,以显示黄金、白银、石油、DAX、US30、MXN、TRY、CNH等的真实货币强度加速(冲动或速度)。 建立在新的基础算法上,它使识别和确认潜在的交易更加容易。这是因为它以图形方式显示了一种货币的强势或弱势是否正在加速,并测量了这种加速的速度--把它想象成你汽车中的速度表。当你加速时,事情显然会发生得更快,这在外汇市场上也是一样的,即如果你配对的货币正在向相反的方向加速,你就会发现一个潜在的有利可图的交易。 动态市场斐波那契28水平被用作警报触发器,将适应市场活动。如果冲动击中黄色触发线,你将收到警报。然后你就知道作为一个交易员应该做什么。货币对和方向已经给出。只需点击警报按钮,就可以
TakePropips Donchian Trend Pro
Eric John Pajarillaga Aldana
4.82 (17)
TakePropips Donchian Trend Pro   (MT4) 是一款功能强大且有效的工具,可使用 Donchian 通道自动检测趋势方向,并为您提供进场和退场交易信号! 这个多功能指标包括趋势扫描器、交易信号、统计面板、筛选器、交易时段和警报历史仪表板。它旨在为您提供交易信号并节省您分析图表的时间! 您可以在我们的博文中下载用户手册和安装指南:   https   :// www.mql5.com/en/blogs/post/751368 今天立减 50%!价格从 98 美元降到 49 美元! 您可以在 Strategy Tester 上测试该指标(启用可视模式) 视频教程也可在说明下方获得更多详细信息。 如果您有任何问题或需要任何帮助,请与我联系。 TakePropips Donchian Trend Pro 指标适用于所有外汇对、金属、商品、指数和加密货币。 主要特点 交易信号 - 检测多个时间范围内所有货币对的买卖机会。它将为您提供警报并在图表上绘制交易信号,最多 3 个止盈价和一个止损价。 Trend Scanner   - 用于快速扫描和识别跨多个时间
ON Trade Optuma Astro
Abdullah Alrai
5 (4)
当然可以!以下是您提供的文本的中文翻译: 引入 MT4 天文指标:您的终极天体交易伙伴 您准备好将交易体验提升到天文高度了吗?不用再寻找,就在我们的革命性 MT4 天文指标中。这个创新工具超越了传统的交易指标,利用复杂的算法提供无与伦比的天文洞察力和精确计算。 指尖上的宇宙信息: 瞻仰一个详尽的面板,展示了一宝藏般的天文数据。了解行星的地理/太阳心坐标,太阳/地球距离,亮度,伸长度,星座,黄道和赤道坐标,甚至是水平坐标——每个细节都经过精心计算并呈现得美轮美奂。指标生成的垂直线对应于时间值,为您的交易旅程提供了宇宙的视角。 行星线条与关系: 在您的图表上欣赏行星线条的魔力,具有可自定义的比例和角度。通过直观的控制面板轻松切换每个行星线条的可见性。通过连结、六分、四分、三分、对冲和逆行等指标,发现行星关系的艺术。在您选择的时间范围内探索这些宇宙构造,使您能够识别重要的交易机会。 揭示甘恩的智慧: 通过受甘恩启发的平方垂直线揭示潜在的反转时机。这种创新修改将甘恩历经考验的原则带入现实,帮助您提前了解市场的转向和趋势。 月亮引导: 在您的图表上优雅地导航月相,因为新月和满月点缀其间。月亮周期
Please send me Direct message on MQL5 CHAT after purchasing the Indicator for Training and Installation Support There are some additional files that is important to use with the Indicator . So be sure to contact me after purchasing the Indicator So that I can add you for training and support . If you find any difficulty with installation then send me Direct message here So that I can connect with you via Anydesk or Teamview for the product installation. " Smart Order Block Indicator " to find
Currency Strength Exotics
Bernhard Schweigert
4.88 (33)
目前8折优惠! 对任何新手或专家交易者来说都是最好的解决方案! 这个指标是专门用来显示任何符号的货币强度,如异国货币对、商品、指数或期货。它是同类产品中的第一个,任何符号都可以添加到第9行,以显示黄金、白银、石油、DAX、US30、MXN、TRY、CNH等的真实货币强度。这是一个独特的、高质量的、负担得起的交易工具,因为我们已经纳入了一些专有的功能和一个新的公式。想象一下,你的交易将如何改善,因为你能够准确地确定新趋势或剥头皮机会的触发点? 用户手册:点击这里   https://www.mql5.com/en/blogs/post/708876 它适用于所有时间框架。你将很快能够看到TREND! 根据新的基础算法设计,它使识别和确认潜在交易变得更加容易。这是因为它以图形方式显示了8种主要货币和一种符号的强弱。 该指标显示了8种主要货币(澳元加元瑞士法郎欧元英镑日元新西兰美元)的强弱线,再加上一个符号! 该指标显示了符号的真实价值。例如:对于XAUUSD(黄金):价格以美元报价。如果黄金在上涨,你怎么能知道是黄金的强势还是美元的弱势?只有当黄金走强时,我们才会进行
ECM Channel MT4
Paulo Rocha
5 (1)
ECM Elite Channel is a volatility-based indicator, developed with a specific time algorithm, which consists of finding possible corrections in the market. This indicator shows two outer lines, an inner line (retracement line) and an arrow sign, where the channel theory is to help identify overbought and oversold conditions in the market. The market price will generally fall between the boundaries of the channel. If prices touch or move outside the channel, it's a trading opportunity. The
Indicator : RealValueIndicator Description : RealValueIndicator is a powerful tool designed specifically for trading on the EURUSD pair. This indicator analyzes all EUR and USD pairs, calculates their real currency strength values, and displays them as a single realistic value to give you a head start on price. This indicator will tell you moves before they happen if you use it right. RealValueIndicator allows you to get a quick and accurate overview of the EURUSD currency pair tops and bottoms,
Up down v6T
Guner Koca
5 (1)
Thise indicator is up down v6  comes with tradingwiev pinescript. purchased people, after installed on terminal ,contact me on mql5  to get BONUS  TradingView pinescript. up-down indicator is no repaint and works all pairs and lower than weekly time frames charts. it is suitable also 1 m charts for all pairs. and hold long way to signal. dont gives too many signals. when red histogram cross trigger line that is up signal.and price probably will down when blue histogram cross trigger line that
Introduction to X3 Chart Pattern Scanner X3 Cherart Pattern Scanner is the non-repainting and non-lagging indicator detecting X3 chart patterns including Harmonic pattern, Elliott Wave pattern, X3 patterns, and Japanese Candlestick patterns. Historical patterns match with signal patterns. Hence, you can readily develop the solid trading strategy in your chart. More importantly, this superb pattern scanner can detect the optimal pattern of its kind. In addition, you can switch on and off individu
TrendMaestro
Stefano Frisetti
5 (3)
note: this indicator is for METATRADER4, if you want the version for METATRADER5 this is the link:  https://www.mql5.com/it/market/product/108106 TRENDMAESTRO ver 2.4 TRENDMAESTRO recognizes a new TREND in the bud, he never makes mistakes. The certainty of identifying a new TREND is priceless. DESCRIPTION TRENDMAESTRO identifies a new TREND in the bud, this indicator examines the volatility, volumes and momentum to identify the moment in which there is an explosion of one or more of these data a
XQ Indicator MetaTrader 4
Marzena Maria Szmit
3.67 (3)
Step into the realm of Forex trading with confidence and precision using XQ, a cutting-edge Forex indicator designed to elevate your trading game to unprecedented heights. Whether you're a seasoned trader or just stepping into the world of currency exchange,   XQ Forex Indicator   empowers you with the insights and signals needed to make informed trading decisions. The signal conditions are a combination of three indicators, and XQ Forex Indicator only display  medium and long-term trends . The
Quantum Trend Sniper Indicator MT4
Bogdan Ion Puscasu
4.6 (40)
介绍   量子趋势狙击指标 ,突破性的 MQL5 指标,正在改变您识别和交易趋势反转的方式!由拥有超过13年交易经验的资深交易员团队开发,     量子趋势狙击指标   旨在通过其创新的方式以极高的准确度识别趋势反转,将您的交易之旅推向新的高度。 ***购买量子趋势狙击指标,即可免费获得量子突破指标!*** 当量子突破指标识别出趋势反转时,它会向您发出警报和信号箭头,并建议您三个止盈水平。 它既适合新手交易者,也适合专业交易者。 量子 EA 通道:       点击这里 MT5版本:       点击这里 建议: 时间范围:  所有时间范围。为了获得最佳结果,我们建议在 M15、M30 和 H1 时间范围内使用它。 货币对:欧元兑美元、英镑兑美元、澳元兑美元、欧元兑英镑, EURAUD, XAUUSD 账户类型:ECN、Raw 或 Razor,点差极低 经纪时间:任意 经纪商:IC Markets、Pepperstone with Raw 和 Razor 的点差最低 建议止损:50 点 建议止盈水平:20 点、50 点和 1
Max Paynex
Abdulkarim Karazon
Max Payne 是一个反转/趋势信号指标,以箭头的形式给出信号,该指标在同一柱收盘时给出信号,该指标可以在图表上以不同周期多次下降,以获得信号的双重/三重确认 该指标具有高度可调性,可以适应任何交易风格,同时它不会重新绘制或背面绘制,购买后您将获得屏幕截图中显示的完整系统以及使用的模板。 ----------------- 如何交易: 等到您在同一柱上获得三次确认,同时趋势过滤器(购买后您将获得的佩恩趋势)与方向一致 开仓并将止损设置为买入交易的黄金箭头(模板)下方和卖出交易的黄金箭头(模板)上方,您的退出信号是第一个相反的白点信号(模板)。 ----------------- 参数 : 信号周期:箭头周期 滤波器:信号滤波器 距离:箭头距蜡烛的距离 计数柱:显示多少历史信号 警报 --------------------------------------
Gold Channel XAUUSD
Paulo Rocha
5 (2)
Gold Channel is a volatility-based indicator, developed with a specific timing algorithm for the XAUUSD pair, which consists of finding possible corrections in the market. This indicator shows two outer lines, an inner line (retracement line) and an arrow sign, where the theory of the channel is to help identify overbought and oversold conditions in the market. The market price will generally fall between the boundaries of the channel. If prices touch or move outside the channel it is a tra
SNR LEVEL INDICATOR Accurate Snr level indicator will only display Fresh Levels that are close to the Current Market Price. This indicator is very accurate in mapping Support & resistance levels. there is an alert feature when the price TOUCHES the SNR LEVEL, WHEN CLOSE CANDLE BREAK/REJECT SNR LEVEL. INDICATOR MARKING :: - SUPPORT LEVEL == V SHAPE - RESISTANCE LEVEL == APEX LEVEL - GAP RESISTANCE & GAP SUPPORT == OPEN CLOSE CANDLE - SUPPORT BECAME RESISTANCE & RESISTANCE BECAME SUPPORT INDIC
All in One Trade
Alexey Minkov
4.48 (27)
The All-in-One Trade Indicator (AOTI) determines daily targets for EURUSD, EURJPY, GBPUSD, USDCHF, EURGBP, EURCAD, EURAUD, AUDJPY, GBPAUD, GBPCAD, GBPCHF, GBPJPY, AUDUSD, and USDJPY. All other modules work with any trading instruments. The indicator includes various features, such as Double Channel trend direction, Price channel, MA Bands, Fibo levels, Climax Bar detection, and others. The AOTI indicator is based on several trading strategies, and created to simplify market analysis. All-in-One
Blahtech Market Profile
Blahtech Limited
4.61 (18)
Was: $249  Now: $99   Market Profile defines a number of day types that can help the trader to determine market behaviour. A key feature is the Value Area, representing the range of price action where 70% of trading took place. Understanding the Value Area can give traders valuable insight into market direction and establish the higher odds trade. It is an excellent addition to any system you may be using. Blahtech Limited presents their Market Profile indicator for the MetaTrader community. Ins
Volatility Trend System - a trading system that gives signals for entries. The volatility system gives linear and point signals in the direction of the trend, as well as signals to exit it, without redrawing and delays. The trend indicator monitors the direction of the medium-term trend, shows the direction and its change. The signal indicator is based on changes in volatility and shows market entries. The indicator is equipped with several types of alerts. Can be applied to various trading
NAM Order Blocks
NAM TECH GROUP, CORP.
5 (1)
MT4多時限訂單塊檢測指示器。 特徵 -在圖表控制面板上完全可自定義,提供完整的交互。 -隨時隨地隱藏和顯示控制面板。 -在多個時間範圍內檢測OB。 -選擇要顯示的OB數量。 -不同的OB用戶界面。 -OB上的不同過濾器。 -OB接近警報。 -ADR高低線。 -通知服務(屏幕警報|推送通知)。 概括 訂單塊是一種市場行為,它指示從金融機構和銀行收取訂單。著名的金融機構和中央銀行帶動了外匯市場。因此,交易者必須知道他們在市場上正在做什麼。當市場建立訂單塊時,它會像發生大多數投資決策的範圍一樣移動。 訂單建立完成後,市場將朝著上升和縮小的方向發展。訂單大宗交易策略的關鍵術語是它包括機構交易者正在做的事情。由於它們是主要的價格驅動因素,因此包括機構交易在內的任何策略都可以。 您將在任何時間範圍內實時看到訂單塊,使用我們的控制面板,您將能夠在所選的歷史記錄週期內檢測常規,拒收和未大寫的訂單塊。 現在您可以接收到訂單塊接近警報,我們在MT4上顯示屏幕通知,並將通知推送到您的手機!
"The Squeeze indicator attempts to identify periods of consolidation in a market. In general the market is either in a period of quiet consolidation or vertical price discovery. By identifying these calm periods, we have a better opportunity of getting into trades with the potential for larger moves. Once a market enters into a "squeeze," we watch the overall market momentum to help forecast the market direction and await a release of market energy." Modified TTM Squeeze Indicator is a modifica
Entry Points Pro
Yury Orlov
4.7 (225)
这是一款 MT4 的趋势指标,可提供准确的入场交易信号,且无重绘或延迟。 它可应用在任何金融资产:外汇、加密货币、贵金属、股票、指数。 最好的结果出现在 M15+ 的时间帧内。 指标的 MT5 版本 重要! 购买后请联系我,以便获取详细指南和奖励。 视频 (6:22) - 一个信号赢取的利润等于指标价格的三倍。 视频 (4:44) - 它如何在测试器中工作,我的提示和技巧。 视频 (1:44) - 有关它如何处理加密货币和指数的几句话。 大多数交易者在 Entry Points Pro 指标的帮助下,在第一个交易周内就改善了他们的交易结果。 Entry Points Pro 指标的益处 入场信号无重绘或延迟 如果信号出现,并得到确认(如果信号所在烛条已收盘),则它不会再消失;不像是重绘指标,它会导致重大的财产损失,因为它们可以在显示信号后再将其删除。 无差错开仓 指标算法可令您找到入场交易(买入或卖出资产)的理想时机,从而提高每位交易者的成功率。 Entry Points Pro 可操作任何资产 它允许您在 MT4 平台上交易任何经纪商提供的加密货币、股票、
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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
Cointegrated Pairs Trading Robot
Naleli Jubert Matjelo
1 (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 i
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
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Umberleigh
248
Umberleigh 2022.11.11 15:42 
 

After months of testing, I conclude that this indicator is not effective. The author refused to update or support the product.

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