62 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- University of HelsinkiFI5 papers
- Aalto UniversityFI4 papers
- Helsinki Institute for Information TechnologyFI4 papers
- Institute for Molecular Medicine FinlandFI3 papers
- University of JyväskyläFI3 papers
- HiLIFE – Elämäntieteiden Instituutti2 papers
- Finland UniversityFI1 paper
- Imperial College LondonGB1 paper
- MRC Centre for Environment and Health1 paper
- University of Eastern FinlandFI1 paper
- University of ManchesterGB1 paper
- University of OuluFI1 paper
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2 papers · 1 filter
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.…
stat.ML2014★ 8 cited
Multiple Output Regression with Latent Noise
Jussi Gillberg, Pekka Marttinen, Matti Pirinen +7
In high-dimensional data, structured noise caused by observed and unobserved factors affecting multiple target variables simultaneously, imposes a serious challenge for modeling, b…