Aki Vehtari

16 catalog papers. Identity-linked publications and additional name matches are distinguished below.

ORCID: 0000-0003-2164-9469

Aalto University

Publications

• A Framework for Improving the Reliability of Black-box Variational Inference — Journal of Machine Learning Research 2024
• Pareto Smoothed Importance Sampling — Journal of Machine Learning Research 2024
• Stacking for Non-mixing Bayesian Computations: The Curse and Blessing of Multimodal Posteriors — Journal of Machine Learning Research 2022
• Pathfinder: Parallel quasi-Newton variational inference — Journal of Machine Learning Research 2022
• What are the Most Important Statistical Ideas of the Past 50 Years? — Journal of the American Statistical Association 2021
• Expectation Propagation as a Way of Life: A Framework for Bayesian Inference on Partitioned Data — Journal of Machine Learning Research 2020 (name-matched, not ORCID-linked)
• ELFI: Engine for Likelihood-Free Inference — Journal of Machine Learning Research 2018
• Bayesian aggregation of average data: An application in drug development — The Annals of Applied Statistics 2018
• Gaussian process modelling in approximate Bayesian computation to estimate horizontal gene transfer in bacteria — The Annals of Applied Statistics 2018
• Bayesian Inference for Spatio-temporal Spike-and-Slab Priors — Journal of Machine Learning Research 2017
• Bayesian Leave-One-Out Cross-Validation Approximations for Gaussian Latent Variable Models — Journal of Machine Learning Research 2016
• Comment — Journal of the American Statistical Association 2014
• Expectation Propagation for Neural Networks with Sparsity-Promoting Priors — Journal of Machine Learning Research 2014
• GPstuff: Bayesian Modeling with Gaussian Processes — Journal of Machine Learning Research 2013
• Nested Expectation Propagation for Gaussian Process Classification with a Multinomial Probit Likelihood — Journal of Machine Learning Research 2013
• Robust Gaussian Process Regression with a Student-tLikelihood — Journal of Machine Learning Research 2011 (name-matched, not ORCID-linked)