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ML Lorentzian Classification for MT5

█ OVERVIEW

A Lorentzian Distance Classifier (LDC) is a Machine Learning classification algorithm capable of categorizing historical data from a multi-dimensional feature space. This indicator demonstrates how Lorentzian Classification can also be used to predict the direction of future price movements when used as the distance metric for a novel implementation of an Approximate Nearest Neighbors (ANN) algorithm.

This indicator provide signal as buffer, so very easy for create EA from this indicator

█ BACKGROUND

In physics, Lorentzian space is perhaps best known for its role in describing the curvature of space-time in Einstein's theory of General Relativity (2). Interestingly, however, this abstract concept from theoretical physics also has tangible real-world applications in trading.

Recently, it was hypothesized that Lorentzian space was also well-suited for analyzing time-series data (4), (5). This hypothesis has been supported by several empirical studies that demonstrate that Lorentzian distance is more robust to outliers and noise than the more commonly used Euclidean distance (1), (3), (6). Furthermore, Lorentzian distance was also shown to outperform dozens of other highly regarded distance metrics, including Manhattan distance, Bhattacharyya similarity, and Cosine similarity (1), (3). Outside of Dynamic Time Warping based approaches, which are unfortunately too computationally intensive for PineScript at this time, the Lorentzian Distance metric consistently scores the highest mean accuracy over a wide variety of time series data sets (1).

Euclidean distance is commonly used as the default distance metric for NN-based search algorithms, but it may not always be the best choice when dealing with financial market data. This is because financial market data can be significantly impacted by proximity to major world events such as FOMC Meetings and Black Swan events. This event-based distortion of market data can be framed as similar to the gravitational warping caused by a massive object on the space-time continuum. For financial markets, the analogous continuum that experiences warping can be referred to as "price-time".

Below is a side-by-side comparison of how neighborhoods of similar historical points appear in three-dimensional Euclidean Space and Lorentzian Space (image 2)

This figure demonstrates how Lorentzian space can better accommodate the warping of price-time since the Lorentzian distance function compresses the Euclidean neighborhood in such a way that the new neighborhood distribution in Lorentzian space tends to cluster around each of the major feature axes in addition to the origin itself. This means that, even though some nearest neighbors will be the same regardless of the distance metric used, Lorentzian space will also allow for the consideration of historical points that would otherwise never be considered with a Euclidean distance metric.

Intuitively, the advantage inherent in the Lorentzian distance metric makes sense. For example, it is logical that the price action that occurs in the hours after Chairman Powell finishes delivering a speech would resemble at least some of the previous times when he finished delivering a speech. This may be true regardless of other factors, such as whether or not the market was overbought or oversold at the time or if the macro conditions were more bullish or bearish overall. These historical reference points are extremely valuable for predictive models, yet the Euclidean distance metric would miss these neighbors entirely, often in favor of irrelevant data points from the day before the event. By using Lorentzian distance as a metric, the ML model is instead able to consider the warping of price-time caused by the event and, ultimately, transcend the temporal bias imposed on it by the time series.

For more information on the implementation details of the Approximate Nearest Neighbors (ANN) algorithm used in this indicator, please refer to the detailed comments in the source code.

█ HOW TO USE

The image 3 is an explanatory breakdown of the different parts of this indicator as it appears in the interface

The image 4 is an explanation of the different settings for this indicator

General Settings:
  • Source - This has a default value of "hlc3" and is used to control the input data source.
  • Neighbors Count - This has a default value of 8, a minimum value of 1, a maximum value of 100, and a step of 1. It is used to control the number of neighbors to consider.
  • Max Bars Back - This has a default value of 2000.
  • Feature Count - This has a default value of 5, a minimum value of 2, and a maximum value of 5. It controls the number of features to use for ML predictions.
  • Color Compression - This has a default value of 1, a minimum value of 1, and a maximum value of 10. It is used to control the compression factor for adjusting the intensity of the color scale.
  • Show Exits - This has a default value of false. It controls whether to show the exit threshold on the chart.
  • Use Dynamic Exits - This has a default value of false. It is used to control whether to attempt to let profits ride by dynamically adjusting the exit threshold based on kernel regression.

Feature Engineering Settings:
Note: The Feature Engineering section is for fine-tuning the features used for ML predictions. The default values are optimized for the 4H to 12H timeframes for most charts, but they should also work reasonably well for other timeframes. By default, the model can support features that accept two parameters (Parameter A and Parameter B, respectively). Even though there are only 4 features provided by default, the same feature with different settings counts as two separate features. If the feature only accepts one parameter, then the second parameter will default to EMA-based smoothing with a default value of 1. These features represent the most effective combination I have encountered in my testing, but additional features may be added as additional options in the future.
  • Feature 1 - This has a default value of "RSI" and options are: "RSI", "WT", "CCI", "ADX".
  • Feature 2 - This has a default value of "WT" and options are: "RSI", "WT", "CCI", "ADX".
  • Feature 3 - This has a default value of "CCI" and options are: "RSI", "WT", "CCI", "ADX".
  • Feature 4 - This has a default value of "ADX" and options are: "RSI", "WT", "CCI", "ADX".
  • Feature 5 - This has a default value of "RSI" and options are: "RSI", "WT", "CCI", "ADX".

Filters Settings:
  • Use Volatility Filter - This has a default value of true. It is used to control whether to use the volatility filter.
  • Use Regime Filter - This has a default value of true. It is used to control whether to use the trend detection filter.
  • Use ADX Filter - This has a default value of false. It is used to control whether to use the ADX filter.
  • Regime Threshold - This has a default value of -0.1, a minimum value of -10, a maximum value of 10, and a step of 0.1. It is used to control the Regime Detection filter for detecting Trending/Ranging markets.
  • ADX Threshold - This has a default value of 20, a minimum value of 0, a maximum value of 100, and a step of 1. It is used to control the threshold for detecting Trending/Ranging markets.

Kernel Regression Settings:
  • Trade with Kernel - This has a default value of true. It is used to control whether to trade with the kernel.
  • Show Kernel Estimate - This has a default value of true. It is used to control whether to show the kernel estimate.
  • Lookback Window - This has a default value of 8 and a minimum value of 3. It is used to control the number of bars used for the estimation. Recommended range: 3-50
  • Relative Weighting - This has a default value of 8 and a step size of 0.25. It is used to control the relative weighting of time frames. Recommended range: 0.25-25
  • Start Regression at Bar - This has a default value of 25. It is used to control the bar index on which to start regression. Recommended range: 0-25

Display Settings:
  • Show Bar Colors - This has a default value of true. It is used to control whether to show the bar colors.
  • Show Bar Prediction Values - This has a default value of true. It controls whether to show the ML model's evaluation of each bar as an integer.
  • Use ATR Offset - This has a default value of false. It controls whether to use the ATR offset instead of the bar prediction offset.
  • Bar Prediction Offset - This has a default value of 0 and a minimum value of 0. It is used to control the offset of the bar predictions as a percentage from the bar high or close.

Backtesting Settings:
  • Show Backtest Results - This has a default value of true. It is used to control whether to display the win rate of the given configuration.


█ WORKS CITED

(1) R. Giusti and G. E. A. P. A. Batista, "An Empirical Comparison of Dissimilarity Measures for Time Series Classification," 2013 Brazilian Conference on Intelligent Systems, Oct. 2013, DOI: 10.1109/bracis.2013.22.
(2) Y. Kerimbekov, H. Ş. Bilge, and H. H. Uğurlu, "The use of Lorentzian distance metric in classification problems," Pattern Recognition Letters, vol. 84, 170–176, Dec. 2016, DOI: 10.1016/j.patrec.2016.09.006.
(3) A. Bagnall, A. Bostrom, J. Large, and J. Lines, "The Great Time Series Classification Bake Off: An Experimental Evaluation of Recently Proposed Algorithms." ResearchGate, Feb. 04, 2016.
(4) H. Ş. Bilge, Yerzhan Kerimbekov, and Hasan Hüseyin Uğurlu, "A new classification method by using Lorentzian distance metric," ResearchGate, Sep. 02, 2015.
(5) Y. Kerimbekov and H. Şakir Bilge, "Lorentzian Distance Classifier for Multiple Features," Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods, 2017, DOI: 10.5220/0006197004930501.
(6) V. Surya Prasath et al., "Effects of Distance Measure Choice on KNN Classifier Performance - A Review." .

=======================

Note on "repainting":
To be clear, once a bar has closed, this indicator will NOT repaint. This is true for both the ML predictions and the Kernel estimate.

Note on bar requirement for "learning":
That's a valuable recommendation. Using a timeframe of H4 or lower when working with this indicator because of this require historical price data for learning and analysis is a practical approach. It ensures that you have an adequate number of historical bars to enable the indicator to learn and adapt effectively to price behavior (MT4 have just about1000 bar in chart with bigger timeframe). If you have any more insights or questions related to trading or indicators, feel free to share or ask.

Note for buffer

Incase create EA with signal from this indicator please use iCustom (detail in word document at here)


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Introduciendo       Quantum Breakout PRO   , el innovador indicador MQL5 que está transformando la forma en que comercia con Breakout Zones. Desarrollado por un equipo de comerciantes experimentados con experiencia comercial de más de 13 años,       Desglose cuántico PRO       está diseñado para impulsar su viaje comercial a nuevas alturas con su innovadora y dinámica estrategia de zona de ruptura. El indicador de ruptura cuántica le dará flechas de señal en las zonas de ruptura con 5 zonas
FxaccurateLS
Shiv Raj Kumawat
WHY IS OUR FXACCCURATE LS MT5 THE PROFITABLE ? PROTECT YOUR CAPITAL WITH RISK MANAGEMENT Gives entry, stop and target levels from time to time. It finds Trading opportunities by analyzing what the price is doing during established trends. POWERFUL INDICATOR FOR A RELIABLE STRATEGIES We have made these indicators with a lot of years of hard work. It is made at a very advanced level. Established trends provide dozens of trading opportunities, but most trend indicators completely ignore them!
TPA True Price Action indicator reveals the true price action of the market makers through 100% non-repainting signals strictly at the close of a candle! TPA shows entries and re-entries, every time the bulls are definitely stronger than the bears and vice versa. Not to confuse with red/green candles. The shift of power gets confirmed at the earliest stage and is ONE exit strategy of several. There are available now two free parts of the TPA User Guide for our customers. The first "The Basics"
Quantum Trend Sniper
Bogdan Ion Puscasu
4.71 (49)
Introduciendo       Indicador Quantum Trend Sniper   , el innovador indicador MQL5 que está transformando la forma en que identificas y negocias los cambios de tendencia. Desarrollado por un equipo de comerciantes experimentados con experiencia comercial de más de 13 años,       Indicador de francotirador de tendencia cuántica       está diseñado para impulsar su viaje comercial a nuevas alturas con su forma innovadora de identificar cambios de tendencia con una precisión extremadamente alta.
AT Forex Indicator MT5
Marzena Maria Szmit
5 (5)
The AT Forex Indicator MT5 is a sophisticated trading tool designed to provide traders with a comprehensive analysis of multiple currency pairs. This powerful indicator simplifies the complex nature of the forex market, making it accessible for both novice and experienced traders. AT Forex Indicator uses advanced algorithms to detect trends, patterns and is an essential tool for traders aiming to enhance their forex trading performance. With its robust features, ease of use, and reliable signal
PZ Trend Trading MT5
PZ TRADING SLU
3.67 (3)
Trend Trading es un indicador diseñado para sacar el máximo provecho posible de las tendencias que tienen lugar en el mercado, mediante el cronometraje de retrocesos y rupturas. Encuentra oportunidades comerciales al analizar qué está haciendo el precio durante las tendencias establecidas. [ Guía de instalación | Guía de actualización | Solución de problemas | FAQ | Todos los productos ] Opere en los mercados financieros con confianza y eficiencia Aproveche las tendencias establecidas sin s
Bill Williams Advanced
Siarhei Vashchylka
5 (8)
Bill Williams Advanced is designed for automatic chart analysis using Bill Williams' "Profitunity" system. The indicator analyzes four timeframes at once. Manual (Be sure to read before purchasing) Advantages 1. Automatically analyzes the chart using the "Profitunity" system of Bill Williams. The found signals are placed in a table in the corner of the screen. 2. Equipped with a trend filter based on the Alligator indicator. Most of the system signals are recommended to be used only accordi
PZ Day Trading MT5
PZ TRADING SLU
2.83 (6)
Este indicador detecta reversiones de precios en forma de zig-zag, utilizando solo análisis de acción de precios y un canal donchian. Ha sido diseñado específicamente para el comercio a corto plazo, sin repintar ni pintar en absoluto. Es una herramienta fantástica para comerciantes astutos con el objetivo de aumentar el tiempo de sus operaciones. [ Guía de instalación | Guía de actualización | Solución de problemas | FAQ | Todos los productos ] Increíblemente fácil de comerciar Proporciona
Desbloquea el poder de la inteligencia artificial con Neural FX Indicator de SS7Trader, una herramienta avanzada basada en redes neuronales diseñada para optimizar tu trading en múltiples mercados. Ya sea que operes en Forex, acciones, criptomonedas, índices o XAUUSD, este potente indicador ofrece señales de compra y venta claras y no repintadas que permanecen sin cambios, permitiéndote tomar decisiones seguras en tiempo real. El Neural FX Indicator está disponible exclusivamente para MetaTrader
Elliott Wave Trend was designed for the scientific wave counting. This tool focuses to get rid of the vagueness of the classic Elliott Wave Counting using the guideline from the template and pattern approach. In doing so, firstly Elliott Wave Trend offers the template for your wave counting. Secondly, it offers Wave Structural Score to assist to identify accurate wave formation. It offers both impulse wave Structural Score and corrective wave Structure Score. Structural Score is the rating to sh
Ahora $ 147 (aumentando a $ 499 después de algunas actualizaciones) - Cuentas ilimitadas (PC o Mac) Manual de usuario de RelicusRoad + Videos de capacitación + Acceso al grupo privado de Discord + Estado VIP UNA NUEVA MANERA DE VER EL MERCADO RelicusRoad es el indicador comercial más poderoso del mundo para divisas, futuros, criptomonedas, acciones e índices, y brinda a los comerciantes toda la información y las herramientas que necesitan para mantenerse rentables. Brindamos análisis téc
Advanced Supply Demand MT5
Bernhard Schweigert
4.5 (14)
¡Actualmente con 33% de descuento! ¡La mejor solución para cualquier tráder principiante o experto! Este indicador es una herramienta comercial única, de alta calidad y asequible, porque incorpora una serie de características patentadas y una nueva fórmula. Con esta actualización, podrá mostrar zonas de doble marco temporal. No solo podrá mostrar un marco temporal más alto, sino también mostrar ambos, el marco temporal del gráfico MÁS el marco temporal más alto: MOSTRANDO ZONAS ANIDADAS. A todos
PZ Swing Trading MT5
PZ TRADING SLU
5 (5)
Swing Trading es el primer indicador diseñado para detectar oscilaciones en la dirección de la tendencia y posibles oscilaciones de reversión. Utiliza el enfoque de intercambio de línea de base, ampliamente descrito en la literatura comercial. El indicador estudia varios vectores de precios y tiempos para rastrear la dirección de la tendencia agregada y detecta situaciones en las que el mercado está sobrevendido o sobrecomprado y listo para corregir. [ Guía de instalación | Guía de actualización
Berma Bands
Muhammad Elbermawi
The Berma Bands (BBs) indicator is a valuable tool for traders seeking to identify and capitalize on market trends. By analyzing the relationship between the price and the BBs, traders can discern whether a market is in a trending or ranging phase. Berma Bands are composed of three distinct lines: the Upper Berma Band, the Middle Berma Band, and the Lower Berma Band. These lines are plotted around the price, creating a visual representation of the price movement relative to the overall trend.
Volume by Price MT5
Brian Collard
3.25 (4)
The Volume by Price Indicator for MetaTrader 5 features Volume Profile and Market Profile TPO (Time Price Opportunity). Volume and TPO histogram bar and line charts. Volume Footprint charts. TPO letter and block marker collapsed and split structure charts. Static, dynamic and flexible range segmentation and compositing methods with relative and absolute visualizations. Session hours filtering and segment concatenation with Market Watch and custom user specifications. Graphical layering, positio
Volatility Trend System - un sistema de comercio que da señales para las entradas. El sistema de volatilidad da señales lineales y puntuales en la dirección de la tendencia, así como señales para salir de ella, sin redibujar ni demoras. El indicador de tendencia monitorea la dirección de la tendencia a mediano plazo, muestra la dirección y su cambio. El indicador de señal se basa en cambios en la volatilidad y muestra entradas en el mercado. El indicador está equipado con varios tipos de alertas
Happy entries
Godwill Fortune Otieno Juma
The  product gives optimized entries for 3min ,1 hr and day timeframes  Does well with indices  ASIAN- HK50 AND CHINA A50 USA-US30,US100,US500 GER40 ,UK100 For stocks trade with the day timeframes Happy Entry employs advanced algorithms and real-time data analysis to identify optimal entry points with unprecedented accuracy. Its adaptive nature allows it to seamlessly adjust to changing market conditions, ensuring you never miss out on profitable opportunities. Whether you're a beginner or sea
Este es posiblemente el indicador de reconocimiento automático de formación de precios más completo que puede encontrar para la plataforma MetaTrader. Detecta 19 patrones diferentes, toma las proyecciones de Fibonacci tan en serio como usted, muestra la zona de reversión potencial (PRZ) y encuentra niveles adecuados de stop-loss y take-profit. [ Guía de instalación | Guía de actualización | Solución de problemas | FAQ | Todos los productos ] Detecta 19 formaciones de precios armónicos difer
¡La mejor solución para cualquier operador novato o experto! Este indicador es una herramienta única, de alta calidad y asequible porque hemos incorporado una serie de características propias y una nueva fórmula. ¡Con sólo UN gráfico puede leer la Fuerza de la Divisa para 28 pares de Divisas! Imagínese cómo mejorará su operativa porque podrá señalar el punto exacto de activación de una nueva tendencia o de una oportunidad de scalping. Manual del usuario: haga   clic aquí Ese es el primero
Trend Forecaster
Alexey Minkov
5 (6)
The Trend Forecaster indicator utilizes a unique proprietary algorithm to determine entry points for a breakout trading strategy. The indicator identifies price clusters, analyzes price movement near levels, and provides a signal when the price breaks through a level. The Trend Forecaster indicator is suitable for all financial assets, including currencies (Forex), metals, stocks, indices, and cryptocurrencies. You can also adjust the indicator to work on any time frames, although it is recommen
This indicator belongs to the family of channel indicators. These channel indicator was created based on the principle that the market will always trade in a swinging like pattern. The swinging like pattern is caused by the existence of both the bulls and bears in a market. This causes a market to trade in a dynamic channel. it is designed to help the buyer to identify the levels at which the bulls are buying and the bear are selling. The bulls are buying when the Market is cheap and the bears a
Una implementación personal de Order Blocks, una estrategia de negociación de posiciones simple pero efectiva. El operador debe ingresar al mercado o buscar operaciones en la dirección del último bloque de orden, si el rango de precios no se ha roto en la dirección opuesta a la ruptura. Los bloques abiertos no se dibujan para mayor claridad. [ Guía de instalación | Guía de actualización | Solución de problemas | FAQ | Todos los productos ] Un bloque abierto alcista es la primera barra alcista
Otros productos de este autor
This all-in-one indicator displays real-time market structure (internal & swing BOS / CHoCH), order blocks, premium & discount zones, equal highs & lows, and much more...allowing traders to automatically mark up their charts with widely used price action methodologies. Following the release of our Fair Value Gap script, we received numerous requests from our community to release more features in the same category. //------------------------------------// Version 1.x has missing functions + PDAr
This indicator presents an alternative approach to identify Market Structure. The logic used is derived from learning material created by   DaveTeaches (on X) When quantifying Market Structure, it is common to use fractal highs and lows to identify "significant" swing pivots. When price closes through these pivots, we may identify a Market Structure Shift (MSS) for reversals or a Break of Structure (BOS) for continuations. The main difference with this "protected" logic is in how we determine
OVERVIEW A Lorentzian Distance Classifier (LDC) is a Machine Learning classification algorithm capable of categorizing historical data from a multi-dimensional feature space. This indicator demonstrates how Lorentzian Classification can also be used to predict the direction of future price movements when used as the distance metric for a novel implementation of an Approximate Nearest Neighbors (ANN) algorithm. This indicator provide signal as buffer, so very easy for create EA from this in
This is a Forex Scalping Trading Sytem based on the Bollinger Bands.  Pairs:Major Time frame: 1M or higher. Spread max:0,0001.  Indicators (just suggestion) Bollinger bands (20, 2); ADX (14 period); RSI   (7 period ). Y ou should only trade this system between 2am to 5am EST, 8am to 12am EST and 7.30pm to 10pm EST. Do not scalp 30 minutes before a orange or red news  report and not for a hour afterwards.   Setup: is for price to move above the lower or lower Bollinger Bands, RSI raise above the
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This is addition of  Effective SV squeeze momentum  that add bolliger band and Keltner channel to chart window.  Squeeze momentum introduced by “John Carter”, the squeeze indicator for MT5 represents a volatility-based tool. Regardless, we can also consider the squeeze indicator as a momentum indicator, as many traders use it to identify the direction and strength of price moves. In fact, the Tradingview  squeeze indicator shows when a financial instrument is willing to change from a trending ma
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This indicator builds upon the previously posted Nadaraya-Watson Estimator. Here we have created an envelope indicator based on kernel smoothing with integrated alerts from crosses between the price and envelope extremities. Unlike the Nadaraya-Watson Estimator, this indicator follows a contrarian methodology. Please note that the indicator is subject to repainting. The triangle labels are designed so that the indicator remains useful in real-time applications. Settings Window Size: Dete
The   ICT Unicorn Model   indicator highlights the presence of "unicorn" patterns on the user's chart which is derived from the lectures of   "The Inner Circle Trader" (ICT) . Detected patterns are followed by targets with a distance controlled by the user.   USAGE (image 2) At its core, the ICT Unicorn Model relies on two popular concepts, Fair Value Gaps and Breaker Blocks. This combination highlights a future area of support/resistance. A   Bullish Unicorn Pattern   consists ou
This indicator provides the ability to recognize the SMC pattern, essentially a condensed version of the Wyckoff model. Once the pattern is confirmed by RTO, it represents a significant investment opportunity.    There are numerous indicators related to SMC beyond the market, but this is the first indicator to leverage patterns to identify specific actions of BigBoy to  navigate the market. Upgrade 2024-03-08: Add TP by RR feature. The SMC (Smart Money Concept)   pattern   is a market analysis m
Sessions by LUX in MT5
Minh Truong Pham
5 (1)
This indicator shows when user set sessions are active and returns various tools + metrics using the closing price within active sessions as an input. Users have the option to change up to 4 session times. The indicator will increasingly lack accuracy when the chart timeframe is higher than 1 hour. Settings Sessions Enable Session: Allows to enable or disable all associated elements with a specific user set session. Session Time: Opening and closing times of the user set session
The liquidity swings indicator highlights swing areas with existent trading activity. The number of times price revisited a swing area is highlighted by a zone delimiting the swing areas. Additionally, the accumulated volume within swing areas is highlighted by labels on the chart. An option to filter out swing areas with volume/counts not reaching a user-set threshold is also included. This indicator by its very nature is not real-time and is meant for descriptive analysis alongside other c
The Bheurekso Pattern Indicator for MT5 helps traders automatically identify candlestick pattern that formed on the chart base on some japanese candle pattern and other indicator to improve accurate. This indicator scans all candles, recognizes and then displays any candle patterns formed on the chart. The candle displayed can be Bullish or Bearish Engulfing, Bullish or Bearish Harami, and so on. There are some free version now but almost that is repaint and lack off alert function. With this ve
This script automatically calculates and updates ICT's daily IPDA look back time intervals and their respective discount / equilibrium / premium, so you don't have to :) IPDA stands for Interbank Price Delivery Algorithm. Said algorithm appears to be referencing the past 20, 40, and 60 days intervals as points of reference to define ranges and related PD arrays. Intraday traders can find most value in the 20 Day Look Back box, by observing imbalances and points of interest. Longer term traders c
This all-in-one indicator displays real-time market structure (internal & swing BOS / CHoCH), order blocks, premium & discount zones, equal highs & lows, and much more...allowing traders to automatically mark up their charts with widely used price action methodologies. Following the release of our Fair Value Gap script, we received numerous requests from our community to release more features in the same category. "Smart Money Concepts" (SMC) is a fairly new yet widely used term amongst price a
The indicator show Higher timeframe candles for ICT technical analisys Higher time frames reduce the 'noise' inherent in lower time frames, providing a clearer, more accurate picture of the market's movements. By examining higher time frames, you can better identify trends, reversals, and key areas of support and resistance. The Higher Time Frame Candles indicator overlays higher time frame data directly onto your current chart. You can easily specify the higher time frame candles yo
Introducing the Reversal and Breakout Signals   This innovative tool is crafted to enhance your chart analysis by identifying potential reversal and breakout opportunities directly on your charts. It's designed with both novice and experienced traders in mind, providing intuitive visual cues for better decision-making. Let's dive into the key features and how it operates: ###   Key Features:   Dynamic Period Settings:   Customize the sensitivity of the indicator with use
The Inversion Fair Value Gaps (IFVG) indicator is based on the inversion FVG concept by ICT and provides support and resistance zones based on mitigated Fair Value Gaps (FVGs). Image 1   USAGE Once mitigation of an FVG occurs, we detect the zone as an "Inverted FVG". This would now be looked upon for potential support or resistance. Mitigation occurs when the price closes above or below the FVG area in the opposite direction of its bias. (Image 2) Inverted Bullish FVGs Turn into P
A problem when indicator call webrequest is "The WebRequest() function is synchronous, which means its breaks the program execution and waits for the response from the requested server. Since the delays in receiving a response can be large, the function is not available for calls from indicators, because indicators run in a common thread shared by all indicators and charts on one symbol. Indicator performance delay on one of the charts of a symbol may stop updating of all charts of the same symb
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All about Smart Money Concepts Strategy: Market struture: internal or swing BOS, CHoCH; Orderblock; Liquity equal; Fair Value Gap with Consequent encroachment, Balanced price range; Level with Previous month, week, day level or in day level (PMH, PWH, PDH, HOD); BuySell Stops Liquidity (BSL, SSL); Liquidity Void Long Wicks; Premium and Discount; Candle pattern ... "Smart Money Concepts" ( SMC ) is a fairly new yet widely used term amongst price action traders looking to more accurately navigate
The indicator   returning pivot point based trendlines with highlighted breakouts . Trendline caculated by pivot point and other clue are ATR, Stdev.   The indicator also includes integrated alerts for  trendlines  breakouts   and foward message to Telegram channel or group if you want. Settings ·            Lookback bar: Default 200 is number of bar caculate when init indicator. ·            Length:  Pivot points  period ·            Slope Calculation Method: Determines how this lope is calcula
The Breaker Blocks with Signals indicator aims to highlight a complete methodology based on breaker blocks. Breakout signals between the price and breaker blocks are highlighted and premium/discount swing levels are included to provide potential take profit/stop loss levels. This script also includes alerts for each signal highlighted.   SETTINGS   Breaker Blocks Length: Sensitivity of the detected swings used to construct breaker blocks. Higher values will return longer te
The ICT Concepts indicator regroups core concepts highlighted by trader and educator "The Inner Circle Trader" (ICT) into an all-in-one toolkit. Features include Market Structure (MSS & BOS), Order Blocks, Imbalances, Buyside/Sellside Liquidity, Displacements, ICT Killzones, and New Week/Day Opening Gaps. It’s one kind of Smart money concepts.   USAGE:   Please read this   document  !      DETAILS Market Structure Market structure labels are constructed from price breaking a prior extreme
The FollowLine indicator is a trend following indicator. The blue/red lines are activated when the price closes above the upper Bollinger band or below the lower one. Once the trigger of the trend direction is made, the FollowLine will be placed at High or Low (depending of the trend). An ATR filter can be selected to place the line at a more distance level than the normal mode settled at candles Highs/Lows. Some features: + Trend detech + Reversal signal + Alert teminar / mobile app
The ICT Silver Bullet indicator is inspired from the lectures of "The Inner Circle Trader" (ICT) and highlights the Silver Bullet (SB) window which is a specific 1-hour interval where a Fair Value Gap (FVG) pattern can be formed. A detail document about ICT Silver Bullet here . There are 3 different Silver Bullet windows (New York local time): The London Open Silver Bullet (3 AM — 4 AM ~ 03:00 — 04:00) The AM Session Silver Bullet (10 AM — 11 AM ~ 10:00 — 11:00) The PM Session Silver Bullet
This indicator shows when user set sessions are active and returns various tools + metrics using the closing price within active sessions as an input. Users have the option to change up to 4 session times. The indicator will increasingly lack accuracy when the chart timeframe is higher than 1 hour. Settings Sessions Enable Session: Allows to enable or disable all associated elements with a specific user set session. Session Time: Opening and closing times of the user set session
The SuperTrend AI indicator is a novel take on bridging the gap between the K-means clustering machine learning method & technical indicators. In this case, we apply K-Means clustering to the famous SuperTrend indicator.   USAGE Users can interpret the SuperTrend AI trailing stop similarly to the regular SuperTrend indicator. Using higher minimum/maximum factors will return longer-term signals. (image 1) The displayed performance metrics displayed on each signal allow for a deeper interpretat
An Implied Fair Value Gap (IFVG) is a three candles imbalance formation conceptualized by ICT that is based on detecting a larger candle body & then measuring the average between the two adjacent candle shadows. This indicator automatically detects this imbalance formation on your charts and can be extended by a user set number of bars. The IFVG average can also be extended until a new respective IFVG is detected, serving as a support/resistance line. Alerts for the detection of bull
Consolidation is when price is moving inside a clear trading range. When prices are consolidated it shows the market maker placing orders on both sides of the market. This is mainly due to manipulate the un informed money. This indicator automatically identifies consolidation zones and plots them on the chart. The method of determining consolidation zones is based on pivot points and ATR, ensuring precise identification. The indicator also sends alert notifications to users when a new consolida
Created by imjesstwoone and mickey1984, this trade model attempts to capture the expansion from the 10:00-14:00 EST 4h candle using just 3 simple steps. All of the information presented in this description has been outlined by its creators, all I did was translate it to MQL4. All core settings of the trade model may be edited so that users can test several variations, however this description will cover its default, intended behavior using NQ 5m as an example. Step 1 is to identify our Price Ra
The Buyside & Sellside Liquidity indicator aims to detect & highlight the first and arguably most important concept within the ICT trading methodology,   Liquidity   levels. SETTINGS Liquidity Levels Detection Length: Lookback period Margin: Sets margin/sensitivity for a liquidity level detection Liquidity Zones Buyside Liquidity Zones: Enables display of the buyside liquidity zones. Margin: Sets margin/sensitivity for the liquidity zone boundaries. Color: Color option
The   Liquidation Estimates (Real-Time)   experimental indicator attempts to highlight real-time long and short liquidations on all timeframes. Here with liquidations, we refer to the process of forcibly closing a trader's position in the market. By analyzing liquidation data, traders can gauge market sentiment, identify potential support and resistance levels, identify potential trend reversals, and make informed decisions about entry and exit points. USAGE (Img 1)    Liquidation ref
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