10 citations · 10 across the 2 of their papers we have counts for
3 papers
The causal effect of environment on halo mass and concentration
Corentin Cadiou, Andrew Pontzen, Hiranya V. Peiris +1
Understanding the impact of environment on the formation and evolution of dark matter halos and galaxies is a crucial open problem. Studying statistical correlations in large simul…
Algorithms and Statistical Models for Scientific Discovery in the Petabyte Era
Brian Nord, Andrew J. Connolly, Jamie Kinney +35
The field of astronomy has arrived at a turning point in terms of size and complexity of both datasets and scientific collaboration. Commensurately, algorithms and statistical mode…
An interpretable machine learning framework for dark matter halo formation
Luisa Lucie-Smith, Hiranya V. Peiris, Andrew Pontzen
We present a generalization of our recently proposed machine learning framework, aiming to provide new physical insights into dark matter halo formation. We investigate the impact…