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.


Recensioni 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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Indicatore unico che implementa un approccio professionale e quantitativo al trading di reversione. Sfrutta il fatto che il prezzo devia e ritorna alla media in modo prevedibile e misurabile, il che consente regole di entrata e uscita chiare che superano di gran lunga le strategie di trading non quantitative. [ Installation Guide | Update Guide | Troubleshooting | FAQ | All Products ] Segnali di trading chiari Incredibilmente facile da scambiare Colori e dimensioni personalizzabili Implementa l
PZ Divergence Trading
PZ TRADING SLU
5 (2)
Unlock hidden profits: accurate divergence trading for all markets Tricky to find and scarce in frequency, divergences are one of the most reliable trading scenarios. This indicator finds and scans for regular and hidden divergences automatically using your favourite oscillator. [ Installation Guide | Update Guide | Troubleshooting | FAQ | All Products ] Easy to trade Finds regular and hidden divergences Supports many well known oscillators Implements trading signals based on breakouts Display
SMC Easy Signal
Mohamed Hassan
4.73 (15)
3 copies left at $65, next price is $120 SMC Easy Signal was built to remove the confusion around the smart money concept by turning structural shifts like BOS (Break of Structure) and CHoCH (Change of Character) into simple buy and sell trading signals. It simplifies market structure trading by automatically identifying breakouts and reversals as they happen, allowing traders to focus on execution rather than analysis. Whether the market is continuing its trend or preparing to reverse, the i
Trend Screener
STE S.S.COMPANY
4.79 (95)
Indicatore di tendenza, soluzione unica rivoluzionaria per il trading di tendenze e il filtraggio con tutte le importanti funzionalità di tendenza integrate in un unico strumento! È un indicatore multi-timeframe e multi-valuta al 100% non ridipingibile che può essere utilizzato su tutti i simboli/strumenti: forex, materie prime, criptovalute, indici e azioni. OFFERTA A TEMPO LIMITATO: l'indicatore di screening di supporto e resistenza è disponibile a soli 50$ e a vita. (Prezzo originale 250$) (o
Atomic Analyst
Issam Kassas
5 (3)
Innanzitutto, vale la pena sottolineare che questo indicatore di trading non è repaint, non è ridisegno e non presenta ritardi, il che lo rende ideale sia per il trading manuale che per quello automatico. Manuale utente: impostazioni, input e strategia. L'Analista Atomico è un indicatore di azione del prezzo PA che utilizza la forza e il momentum del prezzo per trovare un miglior vantaggio sul mercato. Dotato di filtri avanzati che aiutano a rimuovere rumori e segnali falsi, e aumentare il pote
GOLD Impulse with Alert
Bernhard Schweigert
4.64 (11)
Questo indicatore è una super combinazione dei nostri 2 prodotti Advanced Currency IMPULSE with ALERT  +   Currency Strength Exotics . Funziona per tutti i time frame e mostra graficamente l'impulso di forza o debolezza per le 8 valute principali più un simbolo! Questo indicatore è specializzato nel mostrare l'accelerazione della forza delle valute per qualsiasi simbolo come oro, coppie esotiche, materie prime, indici o futures. Primo nel suo genere, qualsiasi simbolo può essere aggiunto all
Altri dall’autore
Fair Value Gaps
Cao Minh Quang
4.88 (60)
Fair Value Gap (FVG) Indicator Overview The Fair Value Gap (FVG) Indicator identifies inefficiencies in price action where an imbalance occurs due to aggressive buying or selling. These gaps are often created by institutional traders and smart money, leaving areas where price may later return to "fill" the imbalance before continuing its trend. Key Features: Automatic Detection of FVGs – The indicator highlights fair value gaps across different timeframes. Multi-Timeframe Support – View FVGs fr
FREE
Market Sessions Pre
Cao Minh Quang
4.75 (4)
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
FREE
Fair Value Gaps MT4
Cao Minh Quang
3.88 (8)
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
FREE
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
FREE
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
FREE
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
FREE
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 latest version of Indicator is fully integrated into an all-in-one package, including: Fair Value Gaps (FVG).  Implied Fair Value Gap (IFVG).  OrderBlock (OB).  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 algorithm to automatically draw and identify Order Blocks (OB), Fair Value Gaps (FVGs), and Implied Fair Value Gap
The Fibonacci Confluence Toolkit  is a powerful indicator designed to highlights areas of interest where significant price action or reactions are anticipated, automatically applies Fibonacci retracement levels to outline potential pullback zones, and detects engulfing candle patterns.. This tool automates the detection and visualization of key market structures and potential reversal zones. Key Features: CHoCH Detection (Change of Character): Automatically identifies structural shifts in marke
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
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 Signal   indicator is designed to detect   Change of Character (CHoCH) and Break of Structure (BOS) in price action, helping traders identify potential trend reversals or continuations. It combines market structure analysis with volatility (ATR) to highlight possible risk/reward zones, while also supporting multi-channel alerts so that no trading signal is missed. Interpretation Trend Analysis : The indicator’s trend coloring, combined with BOS and CHoCH detection, provide
Simple ICT Concepts
Cao Minh Quang
5 (2)
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 curren
Supertrend Targets Signal is a powerful trend-following and breakout confirmation indicator designed to help traders identify high-probability entry points , visualize dynamic target zones , and receive clean, reliable signals across various market conditions. The core trend logic is built on a custom Supertrend that uses an ATR-based band structure with long smoothing chains—first through a WMA, then an EMA—allowing the trend line to respond to major shifts while ignoring noise. A key addition
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
The ICT Anchored Market Structures with Validation trading indicator is  designed to bring precision, objectivity, and automation to price action analysis. It helps traders visualize real-time market structure shifts, trend confirmations, and liquidity sweeps across short, intermediate, and long-term market phases — all anchored directly to price, without relying on any external or user-defined inputs.  Uses Market structure is one of the most critical foundations of price action trading strate
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 Market Structure Signal indicator is designed to detect Change of Character (CHoCH) and Break of Structure (BOS) in price action, helping traders identify potential trend reversals or continuations. It combines market structure analysis with volatility (ATR) to highlight possible risk/reward zones, while also supporting multi-channel alerts so that no trading signal is missed. Interpretation Trend Analysis : The indicator’s trend coloring, combined with BOS and CHoCH detection, provides an i
The SMC Analyzer STF is a powerful, single-timeframe Smart Money Concepts (SMC) analysis tool designed for precision trade confirmations based on core SMC components. It evaluates market structure across four levels of confirmation using elements such as Break of Structure (BOS), Change of Character (CHoCH), Order Blocks (OB), Fair Value Gaps (FVGs), Liquidity Zones, and Higher Timeframe Trend Bias. Each level has configurable elements (BOS, OB, FVG, Liquidity Zones, Higher Timeframe Trend). The
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 high-p
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
The   Quasimodo Pattern Indicator  is no more difficult than the Head and Shoulders. Still, only a few traders know about it, and some even confuse one with the other. However, this is not a reason to avoid this tool in your forex trading strategy.    Features: Automatic Detection:   The indicator automatically scans for valid QM patterns across any timeframe, reducing the need for manual chart analysis. Visual Highlights:   Clear and customizable on-chart drawing of shoulders, heads, and breako
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
SMC Analyzer Single-Timeframe (STF) for MT4 The   SMC Analyzer STF  MT4  is a powerful, single-timeframe Smart Money Concepts (SMC) analysis tool designed for precision trade confirmations based on core SMC components. It evaluates market structure across four levels of confirmation using elements such as   Break of Structure (BOS), Change of Character (CHoCH), Order Blocks (OB), Fair Value Gaps (FVGs), Liquidity Zones , and   Higher Timeframe Trend Bias . Each level has configurable elements (
The Fibonacci Confluence Toolkit  is a powerful indicator designed to highlights areas of interest where significant price action or reactions are anticipated, automatically applies Fibonacci retracement levels to outline potential pullback zones, and detects engulfing candle patterns.. This tool automates the detection and visualization of key market structures and potential reversal zones. Key Features: CHoCH Detection (Change of Character): Automatically identifies structural shifts in marke
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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
72834
Risposta dello sviluppatore Cao Minh Quang 2025.04.20 08:11
Thank bro!
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