Notebooks

These notebooks are available for live experimentation in a binder instance.

• Multiband GP Fitting
  • 1. Light Curve Simulation
  • 2. Light Curve Formatting
  • 3. The Inference Interface
    • 3.1 Initialize a light curve model
    • 3.2 Maximum Likelihood (MLE) Fiting
    • InitSampler
    • A note on model parameters:
    • Try MLE Fitting
  • 4.0 MCMC
    • Define numpyro MCMC model
    • Run MCMC
    • Visualize Chains, Posterior Distributions
  • 5.0 Second-order Statistics
    • 5.1 Get MCMC Samples
    • 5.2 g-band SF
    • 5.3 r-band SF
  • 6.0 Lag distribution
• Damped Harmonic Oscillator (DHO) Fitting
  • 1. Light Curve Simulation
  • 2. Fitting
    • 2.1 Initialize Light Curve Model
    • 2.2 Define InitSampler
    • 2.3 MLE Fitting
  • 3. MCMC
    • Visualize Chains, Posterior Distributions
  • 4. Second-order Statistics
    • 4.1 Structure Function
    • 4.1 Power Spectral Density (PSD)
• Damped Random Walk (DRW) Fitting
  • 1. Light Curve Simulation
  • 2. Fitting
    • 2.1 Initialize Light Curve Model
    • 2.2 Define InitSampler
    • 2.3 MLE Fitting
  • 3. MCMC
    • Visualize Chains, Posterior Distributions
  • 4. Second-order Statistics
    • 4.1 Structure Function
    • 4.1 Power Spectral Density (PSD)