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.


Comentários 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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Sarika G Talekar
Indicadores
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3.91 (22)
Indicadores
ACTUALMENTE COM 26% DE DESCONTO!! Este indicador é uma super combinação dos nossos dois principais indicadores ( Advanced Currency Strength 28   &  Advanced Currency IMPULSE with ALERT ). Mostra valores de Força da Moeda para TICK-UNITS e sinais de alerta para 28 pares de Forex. Podem ser usadas 11 Tick-Units diferentes. Estas são 1, 2, 3, 4, 5, 6, 10, 12, 15, 20, e 30 segundos. A barra de Tick-Unit na sub-janela será mostrada e deslocada para a esquerda quando houver pelo menos 1 tick dentro
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Indicadores
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Indicadores
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Bull versus Bear
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4.5 (18)
Indicadores
Send us a message after your purchase to receive more information on how to get your  BONUS  for FREE  that works in great combination with Bull vs Bear ! Bull versus Bear is an easy-to-use Forex indicator that gives traders clear and accurate signals based on clear trend retests . Forget about lagging indicators or staring at charts for hours because  Bull vs Bear provides real-time entries with no lag and no repaint, so you can trade with confidence. Bull vs Bear  helps you enter trades during
Advanced Currency Strength28 Indicator
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4.91 (657)
Indicadores
ACTUALMENTE COM 40% DE DESCONTO A melhor solução para qualquer novato ou comerciante especializado! Este Indicador é uma ferramenta comercial única, de alta qualidade e acessível, porque incorporámos uma série de características proprietárias e uma nova fórmula. Com apenas UM gráfico, pode ler a força da moeda para 28 pares de Forex! Imagine como a sua negociação irá melhorar porque é capaz de apontar o ponto exacto do gatilho de uma nova tendência ou oportunidade de escalada? Manual do util
Cyclic Impulse
Vitalyi Belyh
Indicadores
Um indicador técnico que estrutura gráficos e identifica movimentos cíclicos de preços. Pode funcionar em qualquer gráfico. Vários tipos de notificações. Existem setas adicionais no próprio gráfico. Sem redesenhar a história, trabalha no fecho da vela. TF recomendado a partir de M5 e superior. Parâmetros fáceis de utilizar e configurar. Ao utilizar 2 indicadores com parâmetros diferentes, pode utilizá-los sem outros indicadores. Tem 2 parâmetros de entrada Ciclicidade e duração do sinal Estes
KuKl
IGOR KIRIANEN
Indicadores
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
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Cao Minh Quang
Indicadores
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
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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
89195
Resposta do desenvolvedor Cao Minh Quang 2025.04.20 08:11
Thank bro!
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