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Noble Kennamer

2 accepted papers

2023

Design Amortization for Bayesian Optimal Experimental Design

AAAI 2023technical

Bayesian optimal experimental design is a sub-field of statistics focused on developing methods to make efficient use of experimental resources. Any potential design is evaluated in terms of a utility function, such as the (theoretically well-justified) expected information gain (EIG); unfortunately…

2018

ContextNet: Deep learning for Star Galaxy Classification

ICML 2018oral

We present a framework to compose artificial neural networks in cases where the data cannot be treated as independent events. Our particular motivation is star galaxy classification for ground based optical surveys. Due to a turbulent atmosphere and imperfect instruments, a single image of an astron…