Supernova cosmology for the 21st century : how I learnt to stop worrying about likelihoods and train a neural network /

This thesis breaks new ground in supernova type Ia cosmology, developing novel and powerful machine-learning methods scalable to the next generation of astronomical surveys. It demonstrates the feasibility of a fully simulation-based approach to inference, which overcomes the limitations of current...

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