Multiple Non Linear Regression

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 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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Trend Ai indicator è un ottimo strumento che migliorerà l'analisi di mercato di un trader combinando l'identificazione della tendenza con punti di ingresso utilizzabili e avvisi di inversione. Questo indicatore consente agli utenti di navigare nelle complessità del mercato forex con fiducia e precisione Oltre ai segnali primari, l'indicatore Ai di tendenza identifica i punti di ingresso secondari che si presentano durante i pullback o i ritracciamenti, consentendo ai trader di capitalizzare le
Trend Lines PRO MT5
Roman Podpora
5 (1)
Indicatori
LINEE DI TENDENZA PRO  Aiuta a capire dove il mercato sta realmente cambiando direzione. L'indicatore mostra reali inversioni di tendenza e punti in cui i principali operatori rientrano. Vedi   Linee BOS   Cambiamenti di tendenza e livelli chiave su timeframe più ampi, senza impostazioni complesse o rumore inutile. I segnali non vengono ridisegnati e rimangono sul grafico dopo la chiusura della barra. VERSIONE MT4   -   Svela il suo massimo potenziale se abbinato all'indicatore   RFI LEVELS PRO
Quantum TrendPulse
Bogdan Ion Puscasu
5 (22)
Indicatori
Ecco   Quantum TrendPulse   , lo strumento di trading definitivo che combina la potenza di   SuperTrend   ,   RSI   e   Stocastico   in un unico indicatore completo per massimizzare il tuo potenziale di trading. Progettato per i trader che cercano precisione ed efficienza, questo indicatore ti aiuta a identificare con sicurezza le tendenze di mercato, i cambiamenti di momentum e i punti di entrata e uscita ottimali. Caratteristiche principali: Integrazione SuperTrend:   segui facilmente l'andame
Bill Williams Advanced
Siarhei Vashchylka
5 (11)
Indicatori
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. Analyzes the chart using Bill Williams' "Profitunity" system. Signals are displayed in a table in the corner of the screen and on the price chart. 2. Finds all known AO and AC signals, as well as zone signals. Equipped with a trend filter based on the Alligator. 3. Finds "Divergence Bar
Gold Sniper Scalper Pro
Ich Khiem Nguyen
3.78 (9)
Indicatori
Gold Sniper Scalper Pro è un indicatore per MetaTrader 5 costruito specificamente per rilevare pattern di falsa rottura (false breakout) su XAUUSD. Identifica la struttura trappola a 4 barre dove il prezzo supera il confine di un range, attira i trader di rottura e poi inverte — confermando che il movimento era una falsa rottura. L'indicatore valuta ogni setup secondo 17 fattori di qualità, lo elabora attraverso un pipeline di confluenza a 4 livelli, lo verifica contro un motore di consenso di
CGE Trading Suite
Carl Gustav Johan Ekstrom
5 (1)
Indicatori
CGE Trading Suite delivers the analytical edge typically reserved for professional trading desks. The platform integrates a full suite of analytical tools into one seamless workflow: dynamic grid mapping, liquidity behavior analysis, ECM, trend lines, MIDAS, trade cycles, and directional channel projections. Together, these provide a unified view of market structure and momentum. Directional clarity is further enhanced by the capital flow index, which measures currency basket strength to identif
ARIPoint
Temirlan Kdyrkhan
Indicatori
ARIPoint is a powerful trading companion designed to generate high-probability entry signals with dynamic TP/SL/DP levels based on volatility. Built-in performance tracking shows win/loss stats, PP1/PP2 hits, and success rates all updated live. Key Features: Buy/Sell signals with adaptive volatility bands Real-time TP/SL/DP levels based on ATR Built-in MA Filter with optional ATR/StdDev volatility Performance stats panel (Success, Profit/Loss, PP1/PP2) Alerts via popup, sound, push, or email Cu
Trend Hunter MT5
Andrey Tatarinov
5 (4)
Indicatori
Trend Hunter è un indicatore di tendenza per lavorare nei mercati Forex, criptovaluta e CFD. Una caratteristica speciale dell'indicatore è che segue con sicurezza la tendenza, senza cambiare il segnale quando il prezzo supera leggermente la linea di tendenza. L'indicatore non viene ridisegnato; un segnale per entrare nel mercato appare dopo la chiusura della barra. Quando ci si sposta lungo un trend, l'indicatore mostra ulteriori punti di ingresso nella direzione del trend. Sulla base di quest
Pips Stalker mt5
Abdulkarim Karazon
5 (2)
Indicatori
Il Pips Stalker è un indicatore a freccia lunga e corta, aiuta i trader di tutti i livelli a prendere decisioni migliori nel trading sul mercato, l'indicatore non viene mai ridipinto e usa l'RSI come logica principale del segnale; una volta applicata una freccia, non verrà mai ridipinta o ridipinga e le frecce non vengono ritardate. VERSIONE MT4 <---- CARATTERISTICHE DELLA FRECCIA PIPS STALKER : PANNELLO STATISTICHE un dashboard informativo unico che mostra la percentuale complessiva di
China Tianji Global State Resolution System
Ming Chen Guo
Indicatori
Aiuta a determinare se questo punto è adatto per acquistare. Aiuta a determinare se questo punto è adatto per vendere. Quando tutti e quattro gli indicatori raggiungono contemporaneamente il fondo, occorre concentrarsi sulle opportunità di rimbalzo. Quando tutti e quattro gli indicatori si trovano contemporaneamente nella parte alta, occorre concentrarsi sulle opportunità di ribasso. Questo sistema è costruito sulla base di avanzate tecnologie algoritmiche cinesi e di una struttura di modellazio
Altri dall’autore
Fair Value Gaps
Cao Minh Quang
4.88 (64)
Indicatori
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
4.67 (6)
Indicatori
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)
Indicatori
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 with Histogram
Cao Minh Quang
5 (7)
Indicatori
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
Market Sessions Pre MT4
Cao Minh Quang
5 (2)
Indicatori
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 with Histogram MT4
Cao Minh Quang
5 (1)
Indicatori
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
Simple ICT Concepts
Cao Minh Quang
5 (2)
Indicatori
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
Fair Value Gaps with Order Block Detector
Cao Minh Quang
Indicatori
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
Market Structure Trend Targets
Cao Minh Quang
Indicatori
The Market Structure Trend Targets is a powerful trading indicator designed to give traders a clear, structured, and data-driven view of market momentum, breakouts, and key price reaction zones. Built on the principles of smart market structure analysis , it helps identify not only trend direction, but also precise breakout levels , trend exhaustion , and potential reversal zones — all with visual clarity and trader-friendly metrics. Key Features Breakout Points with Numbered Markers Track signi
OrderBlocks MTF
Cao Minh Quang
Indicatori
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 chart. It also track
Area of Value Detection
Cao Minh Quang
Indicatori
The Area of Value Detection indicator automatically identifies and highlights key institutional price zones, including Liquidity areas, Order Blocks, and Fair Value Gaps (FVG). It is designed to help traders visualize market imbalances and potential points of interest (POIs) used by smart money participants. Main Features Liquidity Zones: Detects clusters of equal highs/lows and liquidity pools where stop orders are likely accumulated. Order Blocks: Highlights potential bullish and bearish or
Smart Market Structure Simple
Cao Minh Quang
Indicatori
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 trade
Trend Duration Forecast MT5
Cao Minh Quang
Indicatori
The Trend Duration Forecast MT5 indicator is designed to estimate the probable lifespan of a bullish or bearish trend. Using a Hull Moving Average (HMA) to detect directional shifts, it tracks the duration of each historical trend and calculates an average to forecast how long the current trend is statistically likely to continue. This allows traders to visualize both real-time trend strength and potential exhaustion zones with exceptional clarity. KEY FEATURES Dynamic Trend Detection:   Utiliz
Market Structure Signal MT4
Cao Minh Quang
Indicatori
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
Order Block Detector MT4
Cao Minh Quang
Indicatori
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
Linear Regression Oscillator FX MT4
Cao Minh Quang
Indicatori
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
Simple ICT Concepts MT4
Cao Minh Quang
Indicatori
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
Simple Smart Mney Concepts MT4
Cao Minh Quang
Indicatori
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
Pure Price Action ICT Tools MT4
Cao Minh Quang
Indicatori
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
Multiple Non Linear Regression MT4
Cao Minh Quang
5 (1)
Indicatori
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: Lengt
Market Structure w Inducements and Sweeps MT4 NDH
Cao Minh Quang
Indicatori
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 MT4
Cao Minh Quang
Indicatori
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 MT4
Cao Minh Quang
Indicatori
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
Quasimodo Signal MT4
Cao Minh Quang
Indicatori
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
OrderBlocks MTF MT4
Cao Minh Quang
Indicatori
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 MT4
Cao Minh Quang
Indicatori
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 MT4
Cao Minh Quang
Indicatori
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 (
Fibonacci Confluence Toolkit MT4
Cao Minh Quang
Indicatori
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
Market Structure Trend Targets MT4
Cao Minh Quang
Indicatori
The Market Structure Trend Targets   is a powerful trading indicator designed to give traders a clear, structured, and data-driven view of market momentum, breakouts, and key price reaction zones. Built on the principles of   smart market structure analysis , it helps identify not only trend direction, but also   precise breakout levels ,   trend exhaustion , and   potential reversal zones   — all with visual clarity and trader-friendly metrics. Key Features Breakout Points with Numbered Markers
Supertrend Targets Signal MT4
Cao Minh Quang
5 (1)
Indicatori
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
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