Multiple Non Linear Regression MT4

5

Multiple Non-Linear Regression MT4

This indicator is designed to perform multiple non-linear regression analysis using four independent variables: close, open, high, and low prices.

Here's a components and functionalities:

Inputs:
  • Normalization Data Length: Length of data used for normalization.
  • Learning Rate: Rate at which the algorithm learns from errors.
  • Show data points: Show plotting of normalized input data(close, open, high, low)
  • Smooth?: Option to smooth the output.
  • Smooth Length: Length of smoothing if enabled.
  • Define start coefficients: Initial coefficients for the regression equation.

Data Normalization:
The script normalizes input data to a range between 0 and 1 using the highest and lowest values within a specified length.
Non-linear Regression:
It calculates the regression equation using the input coefficients and normalized data. The equation used is a weighted sum of the independent variables, with coefficients adjusted iteratively using gradient descent to minimize errors.

Error Calculation:
The script computes the error between the actual and predicted values.

Gradient Descent:

The coefficients are updated iteratively using gradient descent to minimize the error.


Visualization:
  • Plotting of normalized input data (close, open, high, low).
  • The indicator provides visualization of normalized data values (close, open, high, low) in the form of circular markers on the chart, allowing users to easily observe the relative positions of these values in relation to each other and the regression line.
  • Plotting of the regression line.
  • Color gradient on the regression line based on its value and bar colors.
  • Display of normalized input data and predicted value in a table.
  • Signals for crossovers with a midline (0.5).
Interpretation:
Users can interpret the regression line and its crossovers with the midline (0.5) as signals for potential buy or sell opportunities.
This indicator helps users analyze the relationship between multiple variables and make trading decisions based on the regression analysis. Adjusting the coefficients and parameters can fine-tune the model's performance according to specific market conditions.


Avis 1
XANKEEZ
889
XANKEEZ 2025.04.20 05:01 
 

This indicator serves as an excellent confirmation tool. I use it alongside a volume indicator, and they work really well together to improve my trading decisions. The author is also very responsive and supportive, which makes the experience even better.

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The indicator is built on a non-standard Zig Zag, it draws accumulations after which if the price leaves this zone and a test of this zone occurs, then a sound signal is given and an arrow appears - after the test candle closes.The indicator does not redraw its signals, it is very easy to use, there are only three settings 1- this is the zig zag parameter 2- this is the minimum price exit from the zone 3- this is the maximum price exit from the zone. The lower the parameter for Zig Zag, the more
Trend Screener
STE S.S.COMPANY
4.79 (95)
Indicateur de tendance, solution unique révolutionnaire pour le trading et le filtrage des tendances avec toutes les fonctionnalités de tendance importantes intégrées dans un seul outil ! Il s'agit d'un indicateur multi-période et multi-devises 100 % non repeint qui peut être utilisé sur tous les symboles/instruments : forex, matières premières, crypto-monnaies, indices et actions. OFFRE À DURÉE LIMITÉE : L'indicateur Support and Resistance Screener est disponible pour seulement 65 $ et à vie. (
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Francesco Secchi
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Delta Fusion Pro – Analyse Avancée du Flux d’Ordres pour le Trading Intraday Delta Fusion Pro est un indicateur professionnel pour MetaTrader 4 qui révèle le flux des ordres agressifs, en affichant l’intensité et la direction de la pression institutionnelle en temps réel. Contrairement aux indicateurs volumétriques traditionnels, il analyse la delta entre les volumes Ask et Bid afin d’anticiper les retournements, confirmer les tendances et identifier les zones d’intérêt professionnel. Caractér
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Automatically detect bullish or bearish order blocks to optimize your trade entries with our powerful indicator. Ideal for traders following ICT (The Inner Circle Trader). Works with any asset type, including cryptocurrencies, stocks, and forex. Displays order blocks on multiple timeframes, from M2 to W1. Alerts you when an order block is detected, migrated, or a higher timeframe order block is created/migrated. Perfect for both scalping and swing trading in Smart Money Concepts.  Enhanced by st
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The   Linear Regression Oscillator (LRO)   is a technical indicator based on linear regression analysis, commonly used in financial markets to assess the momentum and direction of price trends. It measures the distance between the current price and the value predicted by a linear regression line, which is essentially the best-fit line over a specified period. Here’s a breakdown of how it works and its components: Key Components of the Linear Regression Oscillator Linear Regression Line (Best-Fit
The   Simple  ICT Concepts Indicator   is a powerful tool designed to help traders apply the principles of the   Inner Circle Trader (ICT)   methodology. This indicator focuses on identifying key zones such as liquidity levels, support and resistance, and market structure, making it an invaluable asset for price action and smart money concept traders. Key Features Market Structure : Market structure labels are constructed from price breaking a prior swing point. This allows a user to determine t
This Simple Smart Money Concepts 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. "Smart Money Concepts" (SMC) is used term amongst price action traders looking to more accurately navigate liquidity & find more optimal points of interest in the market. Trying to determine where institutional
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Unicorn Model ICT Indicator — Smart Trading with Precision The   Unicorn Model ICT Indicator   is a powerful and intelligent tool designed for traders who follow   Smart Money Concepts (SMC)   and   Inner Circle Trader (ICT)   methodologies. This indicator simplifies complex price action by visually identifying key market structures and providing high-probability trade setups. Key Features: A Bullish Unicorn Pattern A Lower Low (LL), followed by a Higher High (HH) A Fair Value Gap (FVG), overla
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Order Block Multi Timeframe The   Order Block Multi Timeframe   is a powerful tool for Smart Money Concept (SMC) traders, combining high-accuracy   Order Block detection   with real-time   Break of Structure (BOS)   and   Change of Character (CHoCH)   analysis across multiple timeframes. Smart Money Insight, Multi-Timeframe Precision This indicator automatically identifies   institutional Order Blocks —key price zones where large players have entered the market—and plots them directly on your ch
Rectangle Trading Custom   is a powerful technical analysis tool designed for price action and range-based traders. It allows users to define consolidation zones and receive alerts when the price breaks out of these zones or approaches trendlines drawn on the chart. Rectangles and Trendlines will be extended into future with one click. Rectangle point size, name and prices will be displayed around rectangle. Key Features: Draw Trading Zones (Rectangle Zones) Users can manually draw rectangles t
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SMC Analyzer Multi-Timeframe is a powerful tool designed to help traders apply Smart Money Concepts (SMC) across multiple timeframes. This indicator identifies key structural points such as market structure shifts (Break of Structure and Change of Character), order blocks, fair value gaps (FVG), and liquidity zones from higher timeframes and overlays them onto the current chart. By aligning these critical SMC signals across multiple timeframes, traders gain a more comprehensive view of instituti
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The   Trendlines Oscillator   helps traders identify trends and momentum based on the normalized distances between the current price and the most recently detected bullish and bearish trend lines. The indicator features bullish and bearish momentum, a signal line with crossings, and multiple smoothing options. USAGE The   Trendlines Oscillator   works by systematically: Identifying pivot highs and lows. Connecting pivots to form bullish (support) and bearish (resistance) trendlines. Measuring
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XANKEEZ
889
XANKEEZ 2025.04.20 05:01 
 

This indicator serves as an excellent confirmation tool. I use it alongside a volume indicator, and they work really well together to improve my trading decisions. The author is also very responsive and supportive, which makes the experience even better.

Cao Minh Quang
89839
Réponse du développeur Cao Minh Quang 2025.04.20 08:11
Thank bro!
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