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Topi Paananen

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2020 – today

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2024
[j2]
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  - journals/sac/KallioinenPBV24
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Noa Kallioinen, Topi Paananen, Paul-Christian Bürkner, Aki Vehtari:
Detecting and diagnosing prior and likelihood sensitivity with power-scaling. Stat. Comput. 34(1): 57 (2024)
2022
[c3]
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  - conf/aistats/SebeniusPV22
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Isaac Sebenius, Topi Paananen, Aki Vehtari:
Feature Collapsing for Gaussian Process Variable Ranking. AISTATS 2022: 11341-11355
2021
[j1]
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Topi Paananen, Juho Piironen, Paul-Christian Bürkner, Aki Vehtari:
Implicitly adaptive importance sampling. Stat. Comput. 31(2): 16 (2021)
[c2]
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Topi Paananen, Michael Riis Andersen, Aki Vehtari:
Uncertainty-aware sensitivity analysis using Rényi divergences. UAI 2021: 1185-1194

2010 – 2019

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2019
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Topi Paananen, Juho Piironen, Michael Riis Andersen, Aki Vehtari:
Variable selection for Gaussian processes via sensitivity analysis of the posterior predictive distribution. AISTATS 2019: 1743-1752

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