prediction_settings:
  lstm:
    lookback_period: 60
    epochs: 50
    batch_size: 32
    validation_split: 0.1
    prediction_days: 30
    
  prophet:
    daily_seasonality: true
    yearly_seasonality: true
    prediction_days: 30
    
  monte_carlo:
    n_simulations: 1000
    prediction_days: 30
    confidence_levels: [0.90, 0.95, 0.99]
    
  var:
    confidence_level: 0.95
    
  pattern_detection:
    support_resistance_window: 20
    breakout_window: 20
    volatility_window: 14
    
  risk_metrics:
    var_window: 252  # One trading year
    volatility_window: 30
    correlation_window: 60