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Multiple Non Linear Regression MT4

49 USD

Demo downloaded: 1

Published: 6 February 2025

Current version: 1.0

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Multiple Non Linear Regression MT4

Indicators
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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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

Smart Market Structure Simple is a powerful indicator that helps traders identify market structure based on the Smart Money Concept (SMC) . This indicator automatically detects Break of Structure (BOS), Change of Character (CHoCH), Fair Value Gaps (FVG), Order Blocks (OB), Liquidity Zones (LQZ), and key swing points Higher High (HH), Higher Low (HL), Lower High (LH), Lower Low (LL) . Main Objective: Assist traders in tracking institutional flow ( Smart Money ) and finding hi

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

Smart Market Structure Simple is a powerful indicator that helps traders identify market structure based on the Smart Money Concept (SMC) . This indicator automatically detects Break of Structure (BOS), Change of Character (CHoCH), Fair Value Gaps (FVG), Order Blocks (OB), Liquidity Zones (LQZ), and key swing points Higher High (HH), Higher Low (HL), Lower High (LH), Lower Low (LL) . Main Objective: Assist traders in tracking institutional flow ( Smart Money ) and finding high-probability tra

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