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Publications information icon

Do-calculus when the True Graph is Unknown

Peer-reviewed
Hyttinen, Antti; Eberhardt, Frederick; Järvisalo, Matti Juhani
Uncertainty in artificial intelligence2015Publications information icon

Uncertainty-aware Sensitivity Analysis Using Rényi Divergences

Peer-reviewed
Open access
Paananen, Topi; Andersen, Michael; Vehtari, Aki
Proceedings of Machine Learning Research2021Publications information icon

Propagation of modeling uncertainty in stochastic heat-transfer simulation using a chain of deterministic models

Peer-reviewed
Open access
DOI
10.1615/Int.J.UncertaintyQuantification.2018027275
Paudel, Deepak; Hostikka, Simo
INTERNATIONAL JOURNAL FOR UNCERTAINTY QUANTIFICATION2019Publications information icon

Batch simulations and uncertainty quantification in Gaussian process surrogate approximate Bayesian computation

Peer-reviewed
Open access
Järvenpää, Marko; Vehtari, Aki; Marttinen, Pekka
Proceedings of Machine Learning Research2020Publications information icon

Lowering uncertainty of cancer classification

Peer-reviewed
Okun, Oleg & Priisalu, H
-2008Publications information icon

Linear Regression Approach to Fuzzy Cognitive Maps with History Data

Peer-reviewed
Open access
DOI
10.2991/asum.k.210827.045
Niskanen, Vesa A.
Atlantis Studies in Uncertainty Modelling2021Publications information icon

PARAMETER ESTIMATION OF STOCHASTIC CHAOTIC SYSTEMS

Peer-reviewed
DOI
10.1615/Int.J.UncertaintyQuantification.2020032807
Maraia, Ramona; Springer, Sebastian; Haario, Heikki; Hakkarainen, Janne; Saksman, Eero
International journal for uncertainty quantification2021Publications information icon

EMPIRICAL EVALUATION OF BAYESIAN OPTIMIZATION IN PARAMETRIC TUNING OF CHAOTIC SYSTEMS

Peer-reviewed
DOI
10.1615/Int.J.UncertaintyQuantification.2015015545
Abbas, Mudassar; Ilin, Alexander; Solonen, Antti; Hakkarainen, Janne; Oja, Erkki; Jarvinen, Heikki
International journal for uncertainty quantification2016Publications information icon

Ontological uncertainty and semantic uncertainty in global network organizations

Open access
Fox, Stephen
VTT Working Papers2008Publications information icon

Asymptotic bounds for smoothness parameter estimates in Gaussian process interpolation

Peer-reviewed
Open access
DOI
10.1137/22M149288X
Karvonen, Toni
SIAM/ASA journal on uncertainty quantification2023

Do-calculus when the True Graph is Unknown

Peer-reviewed
2015

Uncertainty-aware Sensitivity Analysis Using Rényi Divergences

Peer-reviewed
Open access
2021

Propagation of modeling uncertainty in stochastic heat-transfer simulation using a chain of deterministic models

Peer-reviewed
Open access
DOI
10.1615/Int.J.UncertaintyQuantification.2018027275
2019

Batch simulations and uncertainty quantification in Gaussian process surrogate approximate Bayesian computation

Peer-reviewed
Open access
2020

Lowering uncertainty of cancer classification

Peer-reviewed
2008

Linear Regression Approach to Fuzzy Cognitive Maps with History Data

Peer-reviewed
Open access
DOI
10.2991/asum.k.210827.045
2021

PARAMETER ESTIMATION OF STOCHASTIC CHAOTIC SYSTEMS

Peer-reviewed
DOI
10.1615/Int.J.UncertaintyQuantification.2020032807
2021

EMPIRICAL EVALUATION OF BAYESIAN OPTIMIZATION IN PARAMETRIC TUNING OF CHAOTIC SYSTEMS

Peer-reviewed
DOI
10.1615/Int.J.UncertaintyQuantification.2015015545
2016

Ontological uncertainty and semantic uncertainty in global network organizations

Open access
2008

Asymptotic bounds for smoothness parameter estimates in Gaussian process interpolation

Peer-reviewed
Open access
DOI
10.1137/22M149288X
2023