Gaussian Process Regression

Incorporating waveform uncertainty into modeling and inference of GWs

I discuss how systematic errors in waveform models can affect parameter inference and how these errors can be incorporated into the waveform model construction.

Regression methods in waveform modeling: a comparative study

I give a comparison of classical and machine learning methods for regression of gravitational wave data.