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Aki Vehtari

Identifiers

  • name variant Aki Vehtari 0.60 · backfill

Papers (35)

  1. LOO-PIT predictive model checking stat.ME · 2026 · author #2
  2. Active Learning for Decision-Making from Imbalanced Observational Data stat.ML · 2019 · author #4
  3. Limitations of "Limitations of Bayesian leave-one-out cross-validation for model selection" stat.ME · 2018 · author #1
  4. Yes, but Did It Work?: Evaluating Variational Inference stat.ML · 2018 · author #2
  5. Bayesian Estimation of Gaussian Graphical Models with Predictive Covariance Selection stat.AP · 2018 · author #3
  6. Variable selection for Gaussian processes via sensitivity analysis of the posterior predictive distribution stat.ME · 2017 · author #4
  7. Iterative Supervised Principal Components stat.ME · 2017 · author #2
  8. User Modelling for Avoiding Overfitting in Interactive Knowledge Elicitation for Prediction cs.HC · 2017 · author #3
  9. Visualization in Bayesian workflow stat.ME · 2017 · author #3
  10. ELFI: Engine for Likelihood-Free Inference stat.ML · 2017 · author #8
  11. Sparsity information and regularization in the horseshoe and other shrinkage priors stat.ME · 2017 · author #2
  12. Nudged elastic band calculations accelerated with Gaussian process regression physics.chem-ph · 2017 · author #4
  13. Using stacking to average Bayesian predictive distributions stat.ME · 2017 · author #2
  14. Correcting boundary over-exploration deficiencies in Bayesian optimization with virtual derivative sign observations stat.ML · 2017 · author #2
  15. Efficient acquisition rules for model-based approximate Bayesian computation stat.ML · 2017 · author #4
  16. Minimum energy path calculations with Gaussian process regression physics.chem-ph · 2017 · author #3
  17. Gaussian process modeling in approximate Bayesian computation to estimate horizontal gene transfer in bacteria stat.ML · 2016 · author #3
  18. On the Hyperprior Choice for the Global Shrinkage Parameter in the Horseshoe Prior stat.ME · 2016 · author #2
  19. Automatic monotonicity detection for Gaussian Processes stat.ME · 2016 · author #3
  20. Chained Gaussian Processes stat.ML · 2016 · author #3
  21. Projection predictive model selection for Gaussian processes stat.ME · 2015 · author #2
  22. Bayesian inference for spatio-temporal spike-and-slab priors stat.ML · 2015 · author #2
  23. Projection predictive variable selection using Stan+R stat.ME · 2015 · author #2
  24. Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC stat.CO · 2015 · author #1
  25. Comparison of Bayesian predictive methods for model selection stat.ME · 2015 · author #2
  26. Bayesian leave-one-out cross-validation approximations for Gaussian latent variable models stat.CO · 2014 · author #1
  27. Approximate Inference for Nonstationary Heteroscedastic Gaussian process Regression stat.ML · 2014 · author #3
  28. Understanding predictive information criteria for Bayesian models stat.ME · 2013 · author #3
  29. Expectation Propagation for Neural Networks with Sparsity-promoting Priors stat.ML · 2013 · author #3
  30. Laplace approximation for logistic Gaussian process density estimation and regression stat.CO · 2012 · author #2
  31. Nested Expectation Propagation for Gaussian Process Classification with a Multinomial Probit Likelihood stat.ML · 2012 · author #3
  32. Bayesian Modeling with Gaussian Processes using the GPstuff Toolbox stat.ML · 2012 · author #6
  33. Modelling local and global phenomena with sparse Gaussian processes cs.LG · 2012 · author #2
  34. Speeding up the binary Gaussian process classification stat.ML · 2012 · author #2
  35. Gaussian Process Regression with a Student-t Likelihood stat.ML · 2011 · author #3

Mentions

  • 1303.6938 #3 · backfill · confidence 0.70 Aki Vehtari
  • 1211.0174 #2 · backfill · confidence 0.70 Aki Vehtari
  • 1207.3649 #3 · backfill · confidence 0.70 Aki Vehtari
  • 1206.5754 #6 · backfill · confidence 0.70 Aki Vehtari
  • 1206.3290 #2 · backfill · confidence 0.70 Aki Vehtari
  • 1203.3524 #2 · backfill · confidence 0.70 Aki Vehtari
  • 1106.4431 #3 · backfill · confidence 0.70 Aki Vehtari

Frequent Coauthors