Janet van Niekerk
- A new avenue for Bayesian inference with INLA
2022/04/14 by Janet van Niekerk, Elias Teixeira Krainski, van Niekerk, Janet +4 · 10 citations
Mathematics · Computer Science · #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Gaussian Processes and Bayesian Inference
- Low-rank variational Bayes correction to the Laplace method
2021/11/25 by Janet van Niekerk, van Niekerk, Janet, Rue, Haavard · 4 citations
Computer Science · Engineering · Environmental Science · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Soil Geostatistics and Mapping #Structural Health Monitoring Techniques
- Parallelized integrated nested Laplace approximations for fast Bayesian inference
2022/04/10 by Lisa Gaedke-Merzhäuser, Janet van Niekerk, Gaedke-Merzhäuser, Lisa +5 · 2 citations
Computer Science · Mathematics · #Gaussian Processes and Bayesian Inference #Bayesian Modeling and Causal Inference #Statistical Methods and Bayesian Inference
- Competing risks joint models using R-INLA
2019/09/04 by Janet van Niekerk, Haakon Bakka, van Niekerk, Janet +2 · 1 citation
Computer Science · Mathematics · #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference
- INLA+ -- Approximate Bayesian inference for non-sparse models using HPC
2023/11/14 by Esmail Abdul Fattah, Abdul-Fattah, Esmail, Janet van Niekerk +2 · 1 citation
Mathematics · Computer Science · #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Bayesian Methods and Mixture Models
- Joint Modeling of Multivariate Longitudinal and Survival Outcomes with the R package INLAjoint
2024/02/13 by Denis Rustand, Janet van Niekerk, Rustand, Denis +5 · 1 citation
Mathematics · #Computation (stat.CO) #FOS: Computer and information sciences #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistical Methods in Epidemiology
- Informative Distance-Based Priors for Correlation Matrices Centred on a Target Reference
2026/07/21 by Anna Freni-Sterrantino, Janet van Niekerk, Elias Teixeira Krainski +3
#stat.ME