October 30, 2023 to November 3, 2023
TD Lee Library
Asia/Shanghai timezone

On model selection, validation and reconstruction in the context of physical cosmology

Nov 2, 2023, 2:25 PM
25m
Conference Hall (TD Lee Library)

Conference Hall

TD Lee Library

901 Jianchuan Road, Minhang District, Shanghai, 200240
Talk Tensions & Challenges Cosmology: probes

Speaker

Arman Shafieloo (Korea Astronomy and Space Science Institute)

Description

I revisit the old subject of comparing Bayesian and frequentist approaches in model selection and validation in the context of physical cosmology. I discuss caveats of both approaches dealing with unknowns and how using reliable non-parametric methods of reconstruction can help validating models without comparing them with each other. I discus the importance of this subject in the era of Big precision data and how inaccuracies due to systematics or wrong assumptions can result to unreal discoveries.

Primary author

Arman Shafieloo (Korea Astronomy and Space Science Institute)

Presentation materials