Auto Session Predictor

Auto Session Predictor: Intelligent Market Timing & Forecasting

Unlock the power of session-based trading with the Auto Session Predictor, a sophisticated indicator designed to analyze and forecast potential directional movements based on historical session behavior.

Key Features & Benefits:

• Comprehensive Session Tracking: Automatically identifies and visualizes key trading sessions (Pre-Market, Regular Market, After Hours) with customizable start/end times and colors. Optional session range boxes and labels provide clear visual context on your chart.
  
• Intelligent Adaptive Prediction Engine: Goes beyond simple historical averages. Inspired by advanced learning techniques, this indicator analyzes past session data (Volatility, Momentum, Volume, Day of Week patterns) to learn which factors have been most predictive for future session outcomes.
  
• Dynamic Adaptive Weights: A unique feature that constantly evaluates the performance of different factors (Volatility, Momentum, Day of Week) and automatically assigns higher weights to those that have been more successful in predicting market direction, ensuring the prediction model adapts to changing market conditions.
  
• Higher Timeframe Context: Incorporates analysis from a higher timeframe (e.g., Daily) to provide a broader market perspective, adjusting predictions to align with overarching trends and market sentiment.
  
• Predictive Insights: Generates data-driven predictions for the upcoming trading sessions:
  
• Predicts the Regular Market direction based on the preceding Pre-Market session.
  
• Predicts the After Hours direction based on the preceding Regular Market session.
  
• Confidence Scoring: Each prediction comes with a clear confidence score, helping you gauge the reliability of the forecast based on the historical data match.
  
• Visual Signals: Displays clear Bullish (↑), Bearish (↓), or Neutral (→) signals directly on the chart at the end of sessions, based on the prediction and your chosen confidence threshold.
  
• Informative Dashboard: A customizable on-chart dashboard provides a concise summary of:
  
• Current session status (Active/Inactive)
  
• Real-time session momentum
  
• The current prediction (Bullish/Bearish/Neutral) for the next session
  
• The confidence level of that prediction
  
• Key model settings (Training Window, Feature Usage)
  
• Visibility into the dynamically adjusting Adaptive Weights.
  
• Fully Customizable: Tailor the indicator to your specific needs with extensive input options for session times, colors, visual elements, prediction thresholds, feature selection (Vol, Mom, DoW), adaptive weight settings, and dashboard appearance.
  

The Auto Session Predictor is a powerful tool for traders looking to gain an edge by understanding and anticipating potential directional biases based on proven session dynamics and an intelligent, adaptive prediction model.