SuperTrend + Relative Volume (Kernel Optimized)

24 Feb

Introducing our new KDE Optimized Supertrend + Relative Volume Indicator!

This innovative indicator combines the power of the Supertrend indicator along with Relative Volume. It utilizes the Kernel Density Estimation (KDE) to estimate the probability of a candlestick marking a significant trend break or reversal.

❓How to Interpret the KDE %:

The KDE % is a crucial metric that reflects the likelihood that the current candlestick represents a true break in the SuperTrend line, supported by an increase in relative volume. It estimates the probability of a trend shift or continuation based on historical SuperTrend breaks and volume patterns:

Low KDE %: A lower probability that the current break is significant. Price action is less likely to reverse, and the trend may continue.
Moderate KDE - High KDE %: An increased possibility that a trend reversal or consolidation could occur. Traders should start watching for confirmation signals.

📌How Does It Work?
The SuperTrend indicator uses the Average True Range (ATR) to determine the direction of the trend and identifies when the price crosses the SuperTrend line, signaling a potential trend reversal. Here's how the KDE Optimized SuperTrend Indicator works:

1. SuperTrend Calculation: The SuperTrend indicator is calculated, and when the price breaks above (bullish) or below (bearish) the SuperTrend line, it is logged as a significant event.
   
2. Relative Volume: For each break in the SuperTrend line, we calculate the relative volume (current volume vs. the average volume over a defined period). High relative volume can suggest stronger confirmation of the trend break.
   
3. KDE Array Calculation: KDE is applied to the break points and relative volume data:
   
4. Define the KDE options: Bandwidth, Number of Steps, and Array Range (Array Max - Array Min).
   
5. Create a density range array using the defined number of steps, corresponding to potential break points.
   
6. Apply a Gaussian kernel function to the break points and volume data to estimate the likelihood of the trend break being significant.
   
7. KDE Value and Signal Generation: The KDE array is updated as each break occurs. The KDE % is calculated for the breakout candlestick, representing the likelihood of the trend break being significant. If the KDE value exceeds the defined activation threshold, a darker bullish or bearish arrow is plotted after bar confirmation. If the KDE value falls below the threshold, a more transparent arrow is drawn, indicating a possible but lower probability break.
   

⚙️Settings:
SuperTrend Settings:

• ATR Length: The period over which the Average True Range (ATR) is calculated.
  
• Multiplier: The multiplier applied to the ATR to determine the SuperTrend threshold.
  

KDE Settings:

• Bandwidth: Determines the smoothness of the KDE function and the width of the influence of each break point.
  
• Number of Bins (Steps): Defines the precision of the KDE algorithm, with higher values offering more detailed calculations.
  
• KDE Threshold %: The level at which relative volume is considered significant for confirming a break.
  
• Relative Volume Length: The number of historic candles used in calculating KDE %
  

24 Feb

Nota Keluaran

Updated KDE Limit

24 Feb

Nota Keluaran

Updated default settings to improve ease of use

24 Feb

Nota Keluaran

Split the KDE in two for bullish and bearish signals. Bullish and Bearish KDE's now use buy and sell volume respectively.

25 Feb

Nota Keluaran

Refactoring + update signal conditions

26 Feb

Nota Keluaran

• Updated recalculation period
  
• Volume calculation logic to use a average ratio
  

26 Feb

Nota Keluaran

Swapped ratio for sell volume

27 Feb

Nota Keluaran

Added KDE percent based gradient for fill color

27 Feb

Nota Keluaran

Add setting to disable KDE percentage text

28 Feb

Nota Keluaran

1. Added trend coloring
   
2. Added setting to disable display of SuperTrend Line
   
3. Added setting to disable display of SuperTrend fill gradient
   
4. Updated threshold activation setting to be used as an additional condition to trigger a directional change