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Strengthening nonparametric Bayesian methods with structured kernels

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Shen, Zheyang
Aalto University2022

A Gibbs Sampler for Bayesian Nonparametric State-Space Models

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DOI
10.1109/ICASSP48485.2024.10446518
Merkatas, Christos; Särkkä, Simo
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing2024

System identification using autoregressive Bayesian neural networks with nonparametric noise models

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DOI
10.1111/jtsa.12669
Merkatas, Christos; Särkkä, Simo
Journal of Time Series Analysis2022

Method feasibility study: Bayesian networks

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Hiirsalmi, Mikko
VTT Information Technology. Research Report2000

Visualization in Bayesian workflow

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DOI
10.1111/rssa.12378
Gabry, Jonah; Simpson, Daniel; Vehtari, Aki; Betancourt, Michael; Gelman, Andrew
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A: STATISTICS IN SOCIETY2019

Bayesian Neural Networks for Industrial Applications

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Vehtari, A.; Lampinen, J.
-1999

Bayesian Multilateration

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DOI
10.1109/LSP.2022.3161122
Sampaio de Carvalho Alencar, Alisson; Mattos, Cesar; Pordeus Gomes, Joao Paulo; Mesquita, Diego
IEEE Signal Processing Letters2022

Projective Preferential Bayesian Optimization

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Mikkola, Petrus; Todorovic, Milica; Järvi, Jari; Rinke, Patrick; Kaski, Samuel
Proceedings of Machine Learning Research2020

R-squared for Bayesian regression models

Referentgranskad
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DOI
10.1080/00031305.2018.1549100
Gelman, Andrew; Goodrich, Ben; Gabry, Jonah; Vehtari, Aki
American Statistician2019

A Bayesian belief network for reliability assessment

Referentgranskad
DOI
10.1007/3-540-45416-0_4
Gran, Bjørn Axel; Helminen, Atte
Lecture Notes in Computer Science2001

Strengthening nonparametric Bayesian methods with structured kernels

Öppen tillgång
2022

A Gibbs Sampler for Bayesian Nonparametric State-Space Models

Referentgranskad
Öppen tillgång
DOI
10.1109/ICASSP48485.2024.10446518
2024

System identification using autoregressive Bayesian neural networks with nonparametric noise models

Referentgranskad
Öppen tillgång
DOI
10.1111/jtsa.12669
2022

Method feasibility study: Bayesian networks

Öppen tillgång
2000

Visualization in Bayesian workflow

Referentgranskad
Öppen tillgång
DOI
10.1111/rssa.12378
2019

Bayesian Neural Networks for Industrial Applications

Referentgranskad
1999

Bayesian Multilateration

Referentgranskad
DOI
10.1109/LSP.2022.3161122
2022

Projective Preferential Bayesian Optimization

Referentgranskad
Öppen tillgång
2020

R-squared for Bayesian regression models

Referentgranskad
Öppen tillgång
DOI
10.1080/00031305.2018.1549100
2019

A Bayesian belief network for reliability assessment

Referentgranskad
DOI
10.1007/3-540-45416-0_4
2001