Topi Paananen

According to our database, Topi Paananen authored at least 5 papers between 2019 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2024

Detecting and diagnosing prior and likelihood sensitivity with power-scaling.

Noa Kallioinen, Topi Paananen, Paul-Christian Bürkner, Aki Vehtari

Stat. Comput., February, 2024

2022

Feature Collapsing for Gaussian Process Variable Ranking.

Isaac Sebenius, Topi Paananen, Aki Vehtari

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2022

2021

Implicitly adaptive importance sampling.

Topi Paananen, Juho Piironen, Paul-Christian Bürkner, Aki Vehtari

Stat. Comput., 2021

Uncertainty-aware sensitivity analysis using Rényi divergences.

Topi Paananen, Michael Riis Andersen, Aki Vehtari

Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence, 2021

2019

Variable selection for Gaussian processes via sensitivity analysis of the posterior predictive distribution.

Topi Paananen, Juho Piironen, Michael Riis Andersen, Aki Vehtari

Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics, 2019