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most citedPractical Bayesian model evaluation using leave-one-out cross-validation and WAIC

5.7k citations · 12k across the 78 of their papers we have counts for

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stat.ML2011★ 13 cited

Gaussian Process Regression with a Student-t Likelihood

Pasi Jylänki, Jarno Vanhatalo, Aki Vehtari

This paper considers the robust and efficient implementation of Gaussian process regression with a Student-t observation model. The challenge with the Student-t model is the analyt…