4–5 Nov 2025
Australia/Melbourne timezone

Flexible modelling of gravitational-wave signals using Gaussian processes

4 Nov 2025, 11:30
20m

Speaker

Lachlan Passenger

Description

Bayesian statistical methods form the foundation for signal extraction from gravitational-wave data. Commonly, these methods assume a functional form for the signal, and provide estimates for the function’s parameters. Gaussian processes allow for flexible modelling of signals, for which the functional form is unknown but the overall structure is. I’ll describe the kinds of problems that are well-suited to Gaussian processes, as well as several applications to gravitational-wave data.

Author

Presentation materials