Supernova Cosmology for the 21st Century

Supernova Cosmology for the 21st Century portes grátis

Supernova Cosmology for the 21st Century

How I Learnt to Stop Worrying About Likelihoods and Train a Neural Network

Trotta, Roberto; Karchev, Konstantin

Springer Nature Switzerland AG

04/2026

243

Dura

Inglês

9783032150714

Pré-lançamento - envio 15 a 20 dias após a sua edição

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Preface.- Bayesian inference.- Neural simulation-based inference.- Neural simulation-based model selection.- Developments in hierarchical SBI.- Supernova cosmology for philosophers.- Supernova cosmology for Nobel laureates. - Supernova cosmology for data scientists.- Supernova cosmology for statisticians.- Clipppy: probabilistic programming.- ??torch: accelerating physics.- SLiCsim: light curves for the ML era.- SIDE-real.- SimSIMS.- SICRET.- RESSET.- CIGaRS.- Epilogue.- Appendices: Simulation-based hierarchical truncated inference.
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SN Ia;Type Ia supernova;cosmology;standard candle;Bayesian inference;Bayesian model comparison;simulation-based inference;SBI;neural network;neural ratio estimation;Bayesian hierarchical modelling;machine learning