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YKL Regressao Intraday

Indicador Regressão Linear – Par de Ativos - INTRADAY

Indicador é um oscilador que faz o plot do Resíduo resultado da regressão linear entre os dois ativos inseridos como input do indicador, representado pela fórmula:

Y = aX + b + R

Onde Y é o valor do ativo dependente, X é o valor do ativo independente, a é a inclinação da reta entre os dois ativos, b é a intersecção da reta e R é o resíduo.

O resíduo representa a quantidade da variabilidade que Y que o modelo ajustado não consegue explicar. E os resíduos podem ser calculados com a seguinte fórmula:

Resíduo = Y-Yˆ

Onde Y é o valor real e Y^ é o valor calculado pelo modelo baseado na cointegração entre os dois ativos.

Inputs do indicador:

  • Símbolo Dependente: Ativo dependente (Y). Sempre utilizar como input do indicador o ativo que representa a série contínua.
  • Símbolo Independente: Ativo independente (X). Sempre utilizar como input do indicador o ativo que representa a série contínua.
  • Barras de regressão: número de dias para que seja feita a regressão linear entre os dois ativo
  • Barras Total: número de barras a serem plotadas pelo indicador. Não recomendado números muito elevados dado o alto custo de processamento das regressões.

Resumo de todos os buffers do indicador versão 2.20:

  • Buffer 1 - Desvio (z-score)
  • Buffer 2 - Mediana dos desvios positivos
  • Buffer 3 - Mediana dos desvios negativos
  • Buffer 4 - Beta (inclinação da regressão linear)
  • Buffer 5 - Teste ADF (Dickey-Fuller ampliado)
  • Buffer 6 - Meia-vida (tempo para o desvio retornar a média)

Indicador está otimizado para o par de ativos do WINFUT e WDOFUT da Bolsa Brasileira B3, porém funciona para qualquer ativo incluindo Forex.

Indicador é sempre plotado no timeframe corrente do gráfico do ativo depentente.


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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. Automatically analyzes the chart using the "Profitunity" system of Bill Williams. The found signals are placed in a table in the corner of the screen. 2. Equipped with a trend filter based on the Alligator indicator. Most of the system signals are recommended to be used only accordi
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YKL Multiple Regression
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Indicador Multiple Regression Indicador faz o plot da  Curva de Retorno  e dos canais superior e inferior de uma  regressão para os preços de fechamento do ativo do gráfico. A  Curva de Retorno  é a linha central do indicador e representa a região de equilíbrio do preço entre vendedores e compradores. Nesse indicador o usuário escolhe o tipo da regressão podendo ser de 3 tipos: primeiro grau, segundo grau ou terceiro grau. Os plots do indicador são: Linha central – cor padrão preta; Linha superi
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YKL Maps
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Indicador MAPS Indicador é um oscilador que faz o plot da Curva de Retorno de uma regressão de segundo grau para os preços de fechamento do ativo do gráfico. A Curva de Retorno é a linha central do indicador MAPS e representa a região de equilíbrio do preço entre vendedores e compradores. Os plots do indicador são: Linha central - C0 - cor da mesma varia de acordo com a tendência do mercado, sendo verde para tendência de alta e vermelho para baixa; Linhas superiores: S1, S2, S3 e S4, sendo que a
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Indicador Volatilidade Histórica Indicador é um oscilador que faz o plot da volatilidade histórica de um ativo, representado pelas fórmulas: Volatilidade Histórica = Raiz quadrada da média das diferenças ao quadrado * Fator de anualização. Média das diferenças ao quadrado = soma de todas as diferenças de retorno diário / número total das diferenças. Retorno diário = (preço atual - preço anterior) / preço anterior. Nesse indicador estamos utilizando os preços de fechamento de cada barra e fazemos
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YKL DinDX
Ygor Keller Luccas
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Dynamic Indicator --> YKL_DinDX Dynamic Indicator that creates a Band based on the distance from moving average specified by the user. The indicator considers the period entered by the user in order to calculate the average distance from moving average, creating an upper band and a lower band. This indicator is utilized by EA YKL_Scalper, version 2.0 or superior.
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Indicador Monte Carlo Simulation Indicador faz uma regressão linear nos preços de fechamento do ativo escolhido e gera uma simulação de Monte Carlo de N preços aleatórios para definir 3 níveis de sobrecompra e 3 níveis de sobrevenda. O primeiro processo é a Regressão Linear dos preços de fechamento do ativo, no qual é regido pela equação: Y = aX + b + R Onde   Y   é o valor do ativo escolhido,  X   é o tempo,   a   é a inclinação da reta,   b   é a intersecção da reta e   R   é o resíduo. O resí
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Indicador Regressão Linear – Par de Ativos Indicador é um oscilador que faz o plot do Resíduo resultado da regressão linear entre os dois ativos inseridos como input do indicador, representado pela fórmula: Y = aX + b + R Onde Y é o valor do ativo dependente, X é o valor do ativo independente, a é a inclinação da reta entre os dois ativos, b é a intersecção da reta e R é o resíduo. O resíduo representa a quantidade da variabilidade que Y que o modelo ajustado não consegue explicar. E os resíduos
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Estratégia Bandas de Bollinger (“Estratégia da Paula”) Estratégia A estratégia desse robô é baseada no retorno as médias, operando o indicador Bandas de Bollinger. Essa estratégia é popularmente conhecida como “Estratégia da Paula”. Basicamente o robô fica monitorando barras que rompam a Banda de Bollinger (tanto a superior quanto a inferior) para depois voltar para dentro da Banda na próxima barra. Se a condição acima for satisfeita, considerando também os demais parâmetros do robô, o mesmo
YKL Scalper 8
Ygor Keller Luccas
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YKL Quant
Ygor Keller Luccas
EA YKL Quant Esse EA faz operações de compra e venda de dois pares de ativos com base no Resíduo  resultado da regressão linear entre esses dois ativos, representado pela fórmula: Y = aX + b + R Onde  Y  é o valor do ativo dependente,  X  é o valor do ativo independente,  a  é a inclinação da reta (Beta) entre os dois ativos,  b  é a intersecção da reta e  R  é o resíduo. O resíduo representa a quantidade da variabilidade que Y que o modelo ajustado não consegue explicar. E os resíduos podem ser
YKL DayTrade
Ygor Keller Luccas
EA YKL DayTrade Esse EA faz operações de compra de ações da bolsa Brasileira B3 de acordo com uma das 3 estratégias pré-definidas e realiza a venda das mesmas no final do dia (operação DAYTRADE). Cada estratégia tem um algoritmo de cálculo do valor de entrada (compra), do stop loss e possíveis filtros. Estratégias : JoeBiden : entrada com 1.5% de desconto em relação às duas mínimas anteriores saída no final do dia stop loss de 4% em relação a entrada timeframe diário sem filtros Chicotada : entr
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Version 2.30 2023.07.24
Ajuste no cálculo do ADF.
Version 2.20 2023.06.28
- Indicador mostra também os valores do teste ADF (quinto buffer) e meia-vida (sexto buffer).
- Em resumo todos os buffers do indicador versão 2.20:

- Buffer 1 - Desvio (z-score)
- Buffer 2 - Mediana dos desvios positivos
- Buffer 3 - Mediana dos desvios negativos
- Buffer 4 - Beta (inclinação da regressão linear)
- Buffer 5 - Teste ADF (Dickey-Fuller ampliado)
- Buffer 6 - Meia-vida (tempo para o desvio retornar a média)
Version 2.0 2023.03.12
Melhorias para geração e exibição do valor do Beta.
Version 1.60 2023.01.16
Versão 1.6:
- retirada a restrição de timeframe - funciona para todos os timeframes até o D1. Não funciona para timeframes W1 e MN1 pois são maiores que o período diário utilizado para o cálculo das regressões lineares.
Version 1.50 2023.01.09
Indicador Intraday.