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Multiple Non Linear Regression MT4

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Démo téléchargée: 1

Publié: 6 février 2025

Version actuelle: 1.0

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Multiple Non Linear Regression MT4

Indicateurs
Cao Minh Quang
Version: 1.0
Activations: 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.

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Wave Price Channel - Système analytique de trading conçu pour rechercher des impulsions et des corrections. L'indicateur vous permet de travailler dans le sens du canal des prix, construit sur la base de la volatilité. Lorsqu'une flèche vers le haut ou vers le bas est dessinée sur le canal, il devient possible d'aller dans cette direction ; le signal dans cette direction est confirmé par un indicateur point sensible aux changements de prix. Tant que les points de la même couleur persistent, le

La VITESSE DE TRANSACTION est l'indicateur de la plus haute qualité qui montre où et quand les ordres importants s'accumulent sur le marché et quels en sont les avantages. Il détecte les changements de tendance à un stade très précoce. Il s'agit à la fois d'un indicateur et d'un système de trading. Le concept est unique et incroyablement rentable. Sur le marché des changes, le tick volume est appelé de manière assez trompeuse volume. Il s'agit en fait de la variation du prix par unité de temps

The Fair Value Gap (FVG) is a price range where one side of the market liquidity is offered, typically confirmed by a liquidity void on the lower time frame charts in the same price range. Price can "gap" to create a literal vacuum in trading, resulting in an actual price gap. Fair Value Gaps are most commonly used by price action traders to identify inefficiencies or imbalances in the market, indicating that buying and selling are not equal. If you're following the ICT Trading Strategy or Smar

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The latest version of Indicator is fully integrated into an all-in-one package, including: Fair Value Gaps (FVG). See more => How to trade with FVG Implied Fair Value Gap (IFVG). See more => How to trade with IFVG OrderBlock (OB). See more => How to trade with OrderBlock The options in the settings section are relatively easy to navigate, and you can even use them right away upon activation without encountering difficulties when using the default configuration. The indicator utilizes an al

The Fair Value Gap (FVG) is a price range where one side of the market liquidity is offered, typically confirmed by a liquidity void on the lower time frame charts in the same price range. Price can "gap" to create a literal vacuum in trading, resulting in an actual price gap. Fair Value Gaps are most commonly used by price action traders to identify inefficiencies or imbalances in the market, indicating that buying and selling are not equal. If you're following the ICT Trading Strategy or Smart

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MACD Indicator It has MACD line, Signal line, and Histogram. The Histogram has 4 colors based on Direction Above and Below the Zero Line, showing its movement direction as simple as possible. Allows Show MACD & Signal Line, Show Change In color of MACD Line based on cross of Signal Line. Show Dots at Cross of MacD and Signal Line, Turn on and off Histogram. Enjoy your trading experience, and feel free to share your comments and reviews. If you are interested in this indicator, you might be i

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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 Lin

The latest version of Indicator is fully integrated into an all-in-one package, including: Fair Value Gaps (FVG). See more => How to trade with FVG Implied Fair Value Gap (IFVG). See more => How to trade with IFVG OrderBlock (OB). See more => How to trade with OrderBlock The options in the settings section are relatively easy to navigate, and you can even use them right away upon activation without encountering difficulties when using the default configuration. The indicator utilizes an alg

MACD Indicator It has MACD line, Signal line, and Histogram. The Histogram has 4 colors based on Direction Above and Below the Zero Line, showing its movement direction as simple as possible. Allows Show MACD & Signal Line, Show Change In color of MACD Line based on cross of Signal Line. Show Dots at Cross of MacD and Signal Line, Turn on and off Histogram. Enjoy your trading experience, and feel free to share your comments and reviews. If you are interested in this indicator, you might

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The Market Sessions indicator is a popular tool among forex and stock traders for visually representing global trading sessions on a price chart. It highlights the time periods for major trading sessions — such as the Asian (Tokyo) , European (London) , and American (New York) sessions — directly on the chart. This helps traders identify when markets open and close, allowing for better decision-making based on session-specific trading behavior. - Asian Session (Default: 00:00-09:00) - London Se

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The Market Sessions indicator is a popular tool among forex and stock traders for visually representing global trading sessions on a price chart. It highlights the time periods for major trading sessions — such as the Asian (Tokyo) , European (London) , and American (New York) sessions — directly on the chart. This helps traders identify when markets open and close, allowing for better decision-making based on session-specific trading behavior. - Asian Session (Default: 00:00-09:00) - Lo

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I've combined two trading strategies, the Order Block Strategy and the FVG Trading Strategy, by utilizing a combination of the FVG indicators and Order Blocks. The results have been surprisingly effective. This is a two-in-one solution that makes it easy for traders to identify critical trading zones. I've optimized the settings so that all you need to do is install and trade; it's not overly complex to explain further. No need for any usage instructions regarding the trading method. You shoul

The Market Structure with Inducements & Sweeps indicator is a unique take on Smart Money Concepts related market structure labels that aims to give traders a more precise interpretation considering various factors. Compared to traditional market structure scripts that include Change of Character (CHoCH) & Break of Structures (BOS) -- this script also includes the detection of Inducements (IDM) & Sweeps which are major components of determining other structures labeled on the chart. SMC & pri

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 the curr

The Pure Price Action ICT Tools indicator is designed for pure price action analysis, automatically identifying real-time market structures, liquidity levels, order & breaker blocks, and liquidity voids. Its unique feature lies in its exclusive reliance on price patterns, without being constrained by any user-defined inputs, ensuring a robust and objective analysis of market dynamics. Key Features Market Structures A Market Structure Shift, also known as a Change of Character (CHoCH), is a pivot

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

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

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

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

The Pure Price Action ICT Tools indicator is designed for pure price action analysis, automatically identifying real-time market structures, liquidity levels, order & breaker blocks, and liquidity voids. Its unique feature lies in its exclusive reliance on price patterns, without being constrained by any user-defined inputs, ensuring a robust and objective analysis of market dynamics. Key Features Market Structures A Market Structure Shift, also known as a Change of Character (CHoCH), is a pivot

The Market Structure with Inducements & Sweeps indicator is a unique take on Smart Money Concepts related market structure labels that aims to give traders a more precise interpretation considering various factors. Compared to traditional market structure scripts that include Change of Character (CHoCH) & Break of Structures (BOS) -- this script also includes the detection of Inducements (IDM) & Sweeps which are major components of determining other structures labeled on the chart. SMC & pri

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. Enhanced by strong VSA (Volume Spread A

This indicator measures and displays the price range created from the first period within a new trading session, along with price breakouts from that range and targets associated with the range width. The Opening Range can be a powerful tool for making a clear distinction between ranging and trending trading days. Using a rigid structure for drawing a range, provides a consistent basis to make judgments and comparisons that will better assist the user in determining a hypothesis for the day's pr

Multiple Non-Linear Regression 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

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