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Multi Kernel Regression

The "Multi Kernel Regression" is a versatile trading indicator that provides graphical interpretations of market trends by using different kernel regression methods. It's beneficial because it smoothes out price data, creating a clearer picture of price movements, and can be tailored according to the user's preference with various options.

What makes this indicator uniquely versatile is the 'Kernel Select' feature, which allows you to choose from a variety of regression kernel types, such as Gaussian, Logistic, Cosine, and many more. In fact, you have 17 options in total, making this an adaptable tool for diverse market contexts.

The bandwidth input parameter directly affects the smoothness of the regression line. While a lower value will make the line more sensitive to price changes by sticking closely to the actual prices, a higher value will smooth out the line even further by placing more emphasis on distant prices.

It's worth noting that the indicator's 'Repaint' function, which re-estimates work according to the most recent data, is not a deficiency or a flaw. Instead, it’s a crucial part of its functionality, updating the regression line with the most recent data, ensuring the indicator measurements remain as accurate as possible. We have however included a non-repaint feature that provides fixed calculations, creating a steady line that does not change once it has been plotted, for a different perspective on market trends.

This indicator also allows you to customize the line color, style, and width, allowing you to seamlessly integrate it into your existing chart setup. With labels indicating potential market turn points, you can stay on top of significant price movements.


Kernel Select: This option allows you to select from an array of kernel types such as Triangular, Gaussian, Logistic, etc. Each kernel has a unique weight function which influences how the regression line is calculated.


Kernel regression, the technique behind the Multi Kernel Regression Indicator, has a rich history rooted in the world of statistical analysis and machine learning.

The origins of kernel regression are linked to the work of Emanuel Parzen in the 1960s. He was a pioneer in the development of nonparametric statistics, a domain where kernel regression plays a critical role. Although originally developed for the field of probability, these methods quickly found application in various other scientific disciplines, notably in econometrics and finance.

Kernel regression became really popular in the 1980s and 1990s along with the rise of other nonparametric techniques, like local regression and spline smoothing. It was during this time that kernel regression methods were extensively studied and widely applied in the fields of machine learning and data science.

What makes the kernel regression ideal for various statistical tasks, including financial market analysis, is its flexibility. Unlike linear regression, which assumes a specific functional form for the relationship between the independent and dependent variables, kernel regression makes no such assumptions. It creates a smooth curve fit to the data, which makes it extremely useful in capturing complex relationships in data.

In the context of stock market analysis, kernel regression techniques came into use in the late 20th century as computational power improved and these techniques could be more easily applied. Since then, they have played a fundamental role in financial market modeling, market prediction, and the development of trading indicators, like the Multi Kernel Regression Indicator.

Today, the use of kernel regression has solidified its place in the world of trading and market analysis, being widely recognized as one of the most effective methods for capturing and visualizing market trends.
The Multi Kernel Regression Indicator is built upon kernel regression, a versatile statistical method pioneered by Emanuel Parzen in the 1960s and subsequently refined for financial market analysis. It provides a robust and flexible approach to capturing complex market data relationships.

This indicator is more than just a charting tool; it reflects the power of computational trading methods, combining statistical robustness with visual versatility. It's an invaluable asset for traders, capturing and interpreting complex market trends while integrating seamlessly into diverse trading scenarios.

In summary, the Multi Kernel Regression Indicator stands as a testament to kernel regression's historic legacy, modern computational power, and contemporary trading insight.


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释放 FX Power NG 的全部威力:终极货币强度表 八年多来,FX Power 一直为全球交易者提供可靠、精确的货币强弱分析。 现在,FX Power NG 将这一值得信赖的工具提升到新的水平,提供先进的功能,为您的交易带来无与伦比的准确性、定制化和洞察力。 是什么让 FX Power NG 成为严肃交易者的必备工具? FX Power NG 以您喜爱的原版 FX Power 的所有功能为基础,进行了重要的添加和改进: 黄金强度分析 (XAU):现在,您可以在追踪货币对的同时追踪黄金的强弱,从而获得更广泛的市场洞察力。 精细计算:在每次分析中体验更精确、更可靠的结果。 自定义分析周期:调整分析周期以适应您的交易策略,从日内分析到长期洞察。 先进的多实例设置:运行多个实例以获得全面的视图,非常适合分析多个时间框架或策略。 无限图形定制:个性化每个图表的颜色和样式,以匹配您的交易环境。 增强的警报功能:设置自定义通知,让你不会错过重要的转变或机会。 现代设计和动态面板:享受专为最新操作系统设计的时尚、用户友好界面,以及流畅的交互式指标面板。 FX Power NG 的突出
FX Volume
Daniel Stein
4.58 (33)
利用外汇交易量在外汇交易中获得真正的优势:终极成交量指标 外汇交易量(FX Volume)是第一个也是唯一一个从内部人士的角度揭示真实市场情绪的交易量指标。通过对机构市场参与者和经纪商的定位提供独到的见解,FX Volume 使您能够以通常只为主要参与者保留的先见之明进行交易。告别 COT 报告的延迟,FX Volume 可以在您的图表上即时为您提供这些关键信息,使您能够做出更快、更明智的交易决策。 为什么外汇交易量对您的交易至关重要? 使用 FX Volume,您可以获得无与伦比的独特市场数据,为您提供一般交易量指标无法提供的洞察力。以下是您可以在图表上直接跟踪的数据: 仓位比率:查看各种货币的多空比率,清晰了解市场情绪。 比率变化:查看所选时间段内多头头寸的百分比变化。 总交易量:实时跟踪各货币的总交易量(多头和空头)。 详细的多头和空头交易量:准确了解每种货币的买卖量。 净多头交易量:查看多头和空头头寸之间的差额,以衡量净情绪。 净多头百分比变化:以百分比的形式了解净多头情绪的变化,以便快速比较。 成交量-价格相关性:跟踪成交量如何影响价格,找到潜在转折点。 如何访问
Trend Screener
STE S.S.COMPANY
4.81 (89)
趋势指标,趋势交易和过滤的突破性独特解决方案,所有重要趋势功能都内置在一个工具中! 它是 100% 非重绘多时间框架和多货币指标,可用于所有符号/工具:外汇、商品、加密货币、指数、股票。 限时优惠:支撑和阻力筛选指标仅售 50美元,终身有效。(原价 250 美元)(优惠延长) 趋势筛选器是有效的指标趋势跟踪指标,它在图表中提供带有点的箭头趋势信号。 趋势分析器指标中可用的功能: 1.趋势扫描仪。 2. 具有最大利润分析的趋势线。 3.趋势货币强度计。 4. 带有警报的趋势反转点。 5. 带有警报的强趋势点。 6. 趋势箭头 每日分析示例,每日信号表现...等与我们的趋势筛选指标,可以在这里找到: 点击这里 限时优惠:Trend Screener Indicator 仅售 50 美元且终身可用。原价 125$) 通过访问我们的 MQL5 博客,您可以找到我们所有的高级指标以及分析示例、每日信号表现...等。 : 点击这里 我们的趋势系统由 2 个指标组成: 1. Trend Screener Indicator:显示趋势仪表盘、图表中的趋势线、入场点...等。 2.
TPSproTREND PrO
Roman Podpora
4.79 (19)
TPSpro TREND PRO 是一个趋势指标,可以自动分析市场并提供有关趋势及其每次变化的信息,并给出进入交易的信号而无需重新绘制! 该指标使用每根蜡烛,分别对其进行分析。指不同的脉冲——向上或向下脉冲。货币、加密货币、金属、股票、指数交易的准确切入点! MT5版本                 指标的完整描述   我们建议将其与 指示器 -   RFI LEVELS 一起使用 主要功能: 准确的输入信号,无需渲染! 如果出现信号,它仍然相关!这是与重提指标的一个重要区别,重提指标可以提供信号然后改变信号,这可能导致存款资金的损失。现在您可以以更高的概率和准确度进入市场。还有一个功能是在箭头出现后为蜡烛着色,直到达到目标(止盈)或出现反转信号。 显示止损/获利区域 为了提高搜索切入点时的视觉清晰度,创建了一个模块,该模块最初显示买入/卖出区域,在该区域中搜索进入市场的最佳点。用于处理止损水平的附加智能逻辑有助于随着时间的推移减小其大小,从而降低进入交易(移动 sl)时的初始风险。 显示较高时间范围内的最小值/最大值(MTF 模式) 添加了一项功能,可以显示较高时间间隔的最小
Trend Punch
Mohamed Hassan
4.95 (21)
This indicator is unstoppable when combined with our other indicator called  Support & Resistance . After purchase, send us a message and you will get it   for  FREE as a BONUS! Introducing Trend Punch , the revolutionary forex trend indicator that will transform the way you trade! Trend Punch is uniquely designed to provide precise buy and sell arrows during strong market trends, making your trading decisions clearer and more confident. Whether you're trading major currency pairs or exotic sym
MetaBands M4
Vahidreza Heidar Gholami
5 (3)
MetaBands使用强大且独特的算法绘制通道并检测趋势,以便为交易者提供进出交易的潜在点。它是一个通道指标和强大的趋势指标。它包括不同类型的通道,可以通过使用输入参数简单地合并以创建新通道。MetaBands使用所有类型的警报通知用户市场事件。 功能 支持大多数通道算法 强大的趋势检测算法 能够合并不同类型的通道 多时间帧和多货币(信号矩阵) 所有类型的警报功能(声音、屏幕闪烁、推送通知、电子邮件、弹出窗口、箭头) 它永远不会重绘 趋势检测 MetaBands使用在通道内振荡的蓝色线来检测趋势。当该线遇到通道的上界时,表明开始下跌趋势,当它遇到下界时,表明开始上涨趋势。如果蓝线接近中线,则市场处于整理期。 该指标使用独特的方法来检测趋势。一开始可能看起来有些复杂,但如果您观看视频教程,您就会意识到它是多么强大且易于使用。 入场和出场信号 当趋势变化或价格穿过上下通道时,MetaBands会立即通过不同的方法提醒交易者,这些方法可以在指标设置中启用。 信号矩阵 要监视来自不同时间框架的多个符号并在一个地方查看信号,请单击右上角按钮或按键盘上的M键以打开信号矩阵。该矩阵可以
Atomic Analyst
Issam Kassas
5 (2)
首先值得强调的是,该交易指标是非重绘、非延迟的指标,这使其成为手动和机器人交易的理想选择。 用户手册:设置、输入和策略。 Atomic Analyst是一种PA价格行动指标,利用价格的力量和动量来寻找市场上更好的机会。配备了高级过滤器,可帮助去除噪音和假信号,并提高交易潜力。使用多层复杂的指标,Atomic Analyst扫描图表,并将复杂的数学计算转化为任何初学者都能理解并用来做出一致交易决策的简单信号和颜色。 “Atomic Analyst”是专为新手和经验丰富的交易者量身定制的综合交易解决方案。它将高级指标和一流功能融合为一体的交易策略,使其成为所有类型交易者的多功能选择。 日内交易和剥头皮策略:专为快速准确的日内交易和短期交易而设计。 日内和摆动交易策略:可用作追求价格大幅波动的日内和摆动交易者的可靠工具。 多货币和市场:凭借其可靠的精度,在不同的工具和市场上运作。 多个时间框架:可在多个时间框架上使用,性能良好。 稳定性:所有指标均不重绘、不重绘和不滞后,确保可靠的信号。 信号清晰度:提供箭头信号,用于清晰的入场和出场点。 实时警报:通过交易入场、SL和TP警报通知交
Quantum Breakout Indicator PRO
Bogdan Ion Puscasu
4.96 (26)
介绍     Quantum Breakout PRO   ,突破性的 MQL5 指标,正在改变您交易突破区域的方式!   Quantum Breakout PRO 由拥有超过 13 年交易经验的经验丰富的交易者团队开发,旨在通过其创新和动态的突破区域策略将您的交易之旅推向新的高度。 量子突破指标将为您提供带有 5 个利润目标区域的突破区域的信号箭头,以及基于突破框的止损建议。 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 重要的!购买后请私信我领取安装手册。 建议: 时间范围:M15 货币对:GBPJPY、EURJPY、USDJPY、NZDUSD、XAUUSD 账户类型:ECN、Raw 或 Razor,点差极低 经纪商时间:GMT +3 经纪商:IC Markets、Pepperstone with Raw 和 Razor 的点差最低 规格: 不重漆! 最多 5 个建议利润目标区域 建议止损水平 可定制的盒子。您可以设置自己的 Box Time Start 和 Box Time E
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
Gold Stuff
Vasiliy Strukov
4.87 (243)
Gold Stuff 是专为黄金设计的趋势指标,也可用于任何金融工具。 该指标不会重绘,也不会滞后。 推荐时间框架 H1。 在它指标工作全自动专家顾问 EA Gold Stuff。 你可以在我的个人资料中找到它。 重要! 购买后立即与我联系,以获得说明和奖金!   您可以免费收到我们的强力支持和趋势扫描指标的副本,请私信。大部头书! 购买后立即联系我以获得设置和个人奖励!   设置 绘制箭头 - 打开关闭。 在图表上绘制箭头。 警报 - 打开关闭声音警报。 电子邮件通知 - 打开关闭。 电子邮件通知。 Puch-notification - 打开关闭。 推送通知。 接下来,调整色域。 Gold Stuff 是专为黄金设计的趋势指标,也可用于任何金融工具。 该指标不会重绘,也不会滞后。 推荐时间框架 H1。 在它指标工作全自动专家顾问 EA Gold Stuff。 你可以在我的个人资料中找到它。 购买后立即联系我以获得设置和个人奖励!   设置 绘制箭头 - 打开关闭。 在图表上绘制箭头。 警报 - 打开关闭声音警报。 电子邮件通知 - 打开关闭。 电子邮件通
Black dragon indicator
Ramil Minniakhmetov
4.86 (115)
趋势检测指标将补充任何策略,也可用作独立工具。 使用该指标的建议,您可以在评论 #8 中下载 好处 易于使用,不会因不必要的信息而使图表过载; 可用作任何策略的过滤器; 具有内置的动态支撑和阻力水平,可用于获利和设置止损; 指标在烛台关闭后不会改变颜色;  适用于股票市场、指数、石油、黄金和所有时间范围; 具有吐司通知、邮件通知、推送通知和声音提醒功能。 我的其他开发可以在这里找到: https://www.mql5.com/zh/users/mechanic/seller 输入参数 Alert - 开/关。警报; Push Notification - 开/关。推送通知; Mail - 开/关电子邮件通知; Fibo 1,2,3,4,5,6,7,11,21,31,41,51,61,71 - 动态支撑和阻力位的设置。
Dynamic Forex28 Navigator
Bernhard Schweigert
5 (2)
Dynamic Forex28 Navigator - 下一代外汇交易工具。 当前 49% 折扣。 Dynamic Forex28 Navigator 是我们长期流行的指标的演变,将三种功能合二为一: 高级货币强度 28 指标 (695 条评论)+ 高级货币 IMPULSE 带警报 (520 条评论)+ CS28 组合信号(奖励)。 有关指标的详细信息 https://www.mql5.com/en/blogs/post/758844 下一代强度指标提供什么? 您喜欢的原始指标的一切,现在通过新功能和更高的精度进行了增强。 主要特点: 专有货币强度公式。  所有时间范围内的平滑和准确的强度线。 非常适合识别趋势和精确进入。 动态市场斐波那契水平(市场斐波那契)。  此指标独有的独特功能。 斐波那契应用于货币强度,而不是价格图表。 适应实时市场活动以获得准确的反转区域。 实时市场动量。  第 9 行显示市场是活跃还是被动。 对于定时交易至关重要。 全面的警报和显示。  每种货币最强的买入和卖出动量。 ​​28 对的双重动量买入和卖出。 超买/超卖警告外部范围
Scalper Inside PRO
Alexey Minkov
4.73 (56)
An exclusive indicator that utilizes an innovative algorithm to swiftly and accurately determine the market trend. The indicator automatically calculates opening, closing, and profit levels, providing detailed trading statistics. With these features, you can choose the most appropriate trading instrument for the current market conditions. Additionally, you can easily integrate your own arrow indicators into Scalper Inside Pro to quickly evaluate their statistics and profitability. Scalper Inside
Scalper Vault
Oleg Rodin
5 (27)
Scalper Vault 是一个专业的剥头皮系统,为您提供成功剥头皮所需的一切。该指标是一个完整的交易系统,可供外汇和二元期权交易者使用。推荐的时间范围是 M5。 该系统为您提供趋势方向的准确箭头信号。它还为您提供顶部和底部信号以及江恩市场水平。无论您拥有何种交易经验,该系统都易于使用。您只需要遵循简单的规则并每天重复该过程。 建议将此系统用于主要货币对。感谢您的关注! 请注意,该指标在策略测试器中可能无法正常工作。因此,我建议仅在模拟或真实账户的真实交易条件下使用该系统。 指示器提供所有类型的警报,包括推送通知。 购买指标后请与我联系。我将免费与您分享我的个人交易建议和出色的奖励指标! 祝您交易愉快,盈利!
目前八折优惠! 对任何新手或专家交易者来说都是最好的解决方案! 这个仪表板软件适用于28种货币对。它基于我们的两个主要指标(高级货币强度28和高级货币冲动)。它对整个外汇市场提供了一个伟大的概述。它显示高级货币强度值,货币运动速度和28个外汇对在所有(9)时间段的信号。想象一下,当你可以使用图表上的单一指标观察整个市场,以确定趋势和或剥头皮的机会时,你的交易将得到改善 我们已经在这个指标中建立了一些功能,使你更容易识别强势和弱势货币,同时识别和确认潜在的交易。该指标以图形方式显示货币的强势或弱势是增加还是减少,以及它在所有时间段的表现。 增加的新功能是动态市场斐波那契水平,它适应当前的市场条件变化,这是一个已经在我们的高级货币强度28和高级货币冲动指标中使用的成熟的加分项。 在交易时,总是将弱势货币和强势货币配对,这个新指标将帮助你做到这一点。 用户手册:点击这里  https://www.mql5.com/en/blogs/post/708783 特点  显示每个时间段的ACS28和GAP-speed(冲动)的货币强度值。 列:颜色代码以7种颜色
Chart Patterns All in One
Davit Beridze
4.45 (11)
购买后留言即可获得4个高质量的指标作为赠品。 Chart Patterns All-in-One 指标帮助交易者可视化技术分析中常用的各种图表形态。它帮助识别潜在的市场行为,但不保证盈利。建议在购买前在模拟模式下测试该指标。 当前优惠 : “Chart Patterns All in One” 指标享受 50% 折扣。 包含的形态 : 1-2-3 形态 :通过三个关键点(高点或低点)检测市场反转。 买入 :连续两个低点后出现较低的高点。 卖出 :连续两个高点后出现较高的低点。 可视化 :线条和箭头连接识别的点。 双顶和双底 :当价格形成两个连续的高点(双顶)或低点(双底)且它们大致相等时,表明反转趋势。 双顶 :看跌反转。 双底 :看涨反转。 可视化 :线条连接峰值或低谷,箭头标记反转点。 三顶和三底 :与双顶/双底类似,但有三个连续的高点或低点,信号更强的反转趋势。 三顶 :看跌反转。 三底 :看涨反转。 可视化 :线条和箭头标记形态。 三角形 :在趋势延续前识别整合期(基于 Zig-Zag,有时可能会延迟出现或消失)。 上升三角形 :看涨延续。 下降三角形 :看跌延续。 可视化 :
TakePropips Donchian Trend Pro
Eric John Pajarillaga Aldana
4.44 (16)
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
FX Levels MT4
Daniel Stein
探索外汇交易水平:您成功交易的终极支撑位和阻力位指标 FX Levels 不仅仅是一个支撑位和阻力位指标;对于那些希望在所有交易符号(无论是货币对、指数、股票还是商品)上获得精确性、可靠性和无缝功能的严肃交易者来说,它是一个改变游戏规则的工具。FX Levels基于成熟的灯塔(Lighthouse)方法,并增强了动态、实时的适应性,可将市场反转点直接显示在您的图表上,非常适合设定精确的盈利目标和优化您的交易条目。 为什么选择 FX Levels? Stein Investments 团队利用多年与经纪商及其不同数据源打交道的经验,使外汇交易水平在准确性和一致性方面脱颖而出。不同经纪商的水平几乎 100% 相同,FX Levels 为您提供无与伦比的可靠性,这是其他指标无法提供的。我们对细节的追求提升了 FX Levels 的水平,确保它不仅能满足您的期望,还能改变您进行支撑位和阻力位分析的方式。 FX Levels 的主要特点 两种分析方法:您可以选择经典的 "灯塔 "方法(适合静态、每日更新的水平),或者先进的动态方法(对蜡烛图形态做出实时反应,提供适应市场变化的可操作水
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Roman Podpora
4.82 (22)
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Sukunthakan Ngernbamrung
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LEE SAMSON
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Bernhard Schweigert
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Bernhard Schweigert
4.8 (20)
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版本 1.1 2023.09.02
add deviation