Institutionen för datateknik

Pekka Marttinen

Academy Research Fellow

Kontakt information

Postadress
Aalto SCI Computer Science Konemiehentie 2
Mobile phone
+358505124362
Full researcher profile
https://research.aalto.fi/...

Forskargrupper

Centre of Excellence in Computational Inference, COIN, Postdoctoral Researcher
Professorship Marttinen P., Assistant Professor

Publikationer

Institutionen för datateknik, Finnish Center for Artificial Intelligence, Probabilistic Machine Learning, Helsinki Institute for Information Technology HIIT, Professorship Kaski S., Centre of Excellence in Computational Inference, COIN, Professorship Marttinen P.

Community assessment to advance computational prediction of cancer drug combinations in a pharmacogenomic screen

Publishing year: 2019 Nature Communications
Probabilistic Machine Learning, Helsinki Institute for Information Technology HIIT, Professorship Kaski S., Centre of Excellence in Computational Inference, COIN, Institutionen för datateknik, Professorship Vehtari A., Professorship Marttinen P.

Efficient acquisition rules for model-based approximate Bayesian computation

Publishing year: 2019 Bayesian Analysis
Probabilistic Machine Learning, Helsinki Institute for Information Technology HIIT, Professorship Kaski S., Centre of Excellence in Computational Inference, COIN, Institutionen för datateknik, Professorship Marttinen P.

A Bayesian model of acquisition and clearance of bacterial colonization incorporating within-host variation

Publishing year: 2019 PLoS computational biology
Centre of Excellence in Computational Inference, COIN, Professorship Kaski S., Helsinki Institute for Information Technology HIIT, Probabilistic Machine Learning, Högskoleservice, Institutionen för datateknik, Professorship Vehtari A., Professorship Marttinen P.

Parallel Gaussian process surrogate method to accelerate likelihood-free inference

Publishing year: 2019 Bayesian Analysis
Probabilistic Machine Learning, Helsinki Institute for Information Technology HIIT, Professorship Kaski S., Centre of Excellence in Computational Inference, COIN, Institutionen för datateknik, Professorship Vehtari A., Professorship Marttinen P.

Gaussian process modelling in approximate bayesian computation to estimate horizontal gene transfer in Bacteria

Publishing year: 2018 Annals of Applied Statistics
Centre of Excellence in Computational Inference, COIN, Professorship Kaski S., Helsinki Institute for Information Technology HIIT, Probabilistic Machine Learning, Högskoleservice, Institutionen för datateknik, Professorship Marttinen P.

A Bayesian model of acquisition and clearance of bacterial colonization

Publishing year: 2018
Institutionen för datateknik, Centre of Excellence in Computational Inference, COIN, Professorship Kaski S., Helsinki Institute for Information Technology HIIT, Probabilistic Machine Learning, Professorship Marttinen P., Professorship Vehtari A.

ELFI

Publishing year: 2018 Journal of Machine Learning Research
Institutionen för datateknik, Centre of Excellence in Computational Inference, COIN, Professorship Kaski S.

Bacmeta

Publishing year: 2018 Bioinformatics
Probabilistic Machine Learning, Helsinki Institute for Information Technology HIIT, Professorship Kaski S., Centre of Excellence in Computational Inference, COIN, Institutionen för datateknik, Professorship Myllymäki P. (HIIT Director)

Improving genomics-based predictions for precision medicine through active elicitation of expert knowledge

Publishing year: 2018 Bioinformatics
Centre of Excellence in Computational Inference, COIN, Professorship Kaski S., Helsinki Institute for Information Technology HIIT, Probabilistic Machine Learning, Institutionen för datateknik, Professorship Vehtari A.

Efficient acquisition rules for model-based approximate Bayesian computation

Publishing year: 2017