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HiLIFE – Elämäntieteiden Instituutti

1 paper here4 citations across 1
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  • stat.ML1
ROR 018bh0m68OpenAlex

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most citedInformative Bayesian Neural Network Priors for Weak Signals

4 citations

researchers with a paper here
  • A. Havulinna1 · h 87
  • Pekka Marttinen1 · h 12
  • Samuel Kaski1 · h 66
  • Tianyu Cui1 · h 12
collaborating institutions
  • Aalto UniversityFI1 paper
  • Finnish Institute for Health and WelfareFI1 paper
  • Helsinki Institute for Information TechnologyFI1 paper
  • Institute for Molecular Medicine FinlandFI1 paper
  • University of ManchesterGB1 paper

1 paper

stat.ML2020★ 4 cited

Informative Bayesian Neural Network Priors for Weak Signals

Tianyu Cui, Aki Havulinna, Pekka Marttinen +1

Encoding domain knowledge into the prior over the high-dimensional weight space of a neural network is challenging but essential in applications with limited data and weak signals.…

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