Aki Vehtari

Research interests

Publications

• Regression and Other Stories

  Cambridge University Press eBooks · 2020 · https://doi.org/10.1017/9781139161879

• Visualization in Bayesian Workflow

  Journal of the Royal Statistical Society Series A (Statistics in Society) · 2019 · https://doi.org/10.1111/rssa.12378

• Deep Learning Spectroscopy: Neural Networks for Molecular Excitation Spectra

  Advanced Science · 2019 · https://doi.org/10.1002/advs.201801367

• R-squared for Bayesian Regression Models

  The American Statistician · 2018 · https://doi.org/10.1080/00031305.2018.1549100

• Validating Bayesian Inference Algorithms with Simulation-Based Calibration

  arXiv (Cornell University) · 2018 · https://doi.org/10.48550/arxiv.1804.06788

• Sparsity information and regularization in the horseshoe and other shrinkage priors

  Electronic Journal of Statistics · 2017 · https://doi.org/10.1214/17-ejs1337si

• Effect of KIT and PDGFRA Mutations on Survival in Patients With Gastrointestinal Stromal Tumors Treated With Adjuvant Imatinib

  JAMA Oncology · 2017 · https://doi.org/10.1001/jamaoncol.2016.5751

• Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC

  Statistics and Computing · 2016 · https://doi.org/10.1007/s11222-016-9696-4

• Comparison of Bayesian predictive methods for model selection

  Statistics and Computing · 2016 · https://doi.org/10.1007/s11222-016-9649-y

• Pareto Smoothed Importance Sampling

  arXiv (Cornell University) · 2015 · https://doi.org/10.48550/arxiv.1507.02646

• loo: Efficient Leave-One-Out Cross-Validation and WAIC for Bayesian Models

  Journal · 2015 · https://doi.org/10.32614/cran.package.loo

• Bayesian data analysis, third edition

  Journal · 2013

• GPstuff: Bayesian modeling with Gaussian processes

  Journal · 2013

• Understanding predictive information criteria for Bayesian models

  Statistics and Computing · 2013 · https://doi.org/10.1007/s11222-013-9416-2

• One vs Three Years of Adjuvant Imatinib for Operable Gastrointestinal Stromal Tumor

  JAMA · 2012 · https://doi.org/10.1001/jama.2012.347

• A survey of Bayesian predictive methods for model assessment, selection and comparison

  Statistics Surveys · 2012 · https://doi.org/10.1214/12-ss102

• Risk of recurrence of gastrointestinal stromal tumour after surgery: an analysis of pooled population-based cohorts

  The Lancet Oncology · 2011 · https://doi.org/10.1016/s1470-2045(11)70299-6

• Rao-Blackwellized particle filter for multiple target tracking

  Information Fusion · 2005 · https://doi.org/10.1016/j.inffus.2005.09.009

• Discussion to "Bayesian measures of model complexity and fit" by Spiegelhalter, D.J., Best, N.G., Carlin, B.P., and van der Linde, A.

  Journal of the Royal Statistical Society Series B (Methodological) · 2002

• Bayesian Model Assessment and Comparison Using Cross-Validation Predictive Densities

  Neural Computation · 2002 · https://doi.org/10.1162/08997660260293292

• Bayesian approach for neural networks—review and case studies

  Neural Networks · 2001 · https://doi.org/10.1016/s0893-6080(00)00098-8

• Bayesian Data Analysis

  Journal · 1995 · https://doi.org/10.1201/9780429258411

Current projects

No projects listed.