User Guide

This guide covers each part of dynaris in detail — from model components and parameter estimation to forecasting, plotting, and batch processing.

• Components
  • Trend components
  • Periodic components
  • Other components
  • Composing components
• Parameter Estimation
  • Maximum Likelihood (MLE)
  • EM Algorithm
  • MLE vs EM
  • Parameter transforms
  • Diagnostics
• Forecasting
  • Basic forecasting
  • DatetimeIndex propagation
  • Filtered vs smoothed initialization
  • Confidence bands
• Plotting
  • Plot kinds
  • Customization
• Batch Processing
  • Batch fitting
  • Batch forecasting
  • Low-level API
• Built-in Datasets
  • Usage