Ville Laitinen profile picture
Ville
Laitinen
Senior Researcher, Data analytics
Doctoral candidate
http://datascience.utu.fi/

Contact

Areas of expertise

Early warning signals
probabilistic modeling
dynamical systems

Biography

I am a doctoral candidate in computer science with background (M.Sc.) in mathematic and physics. 

Research

My research interests include probabilistic modeling of dynamical systems, stability properties, early warning signals and related phenomena. My research is mainly motivated by open questions in microbial ecology. 

Publications

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Probabilistic Multivariate Early Warning Signals (2022)

International Conference on Computational Methods in Systems Biology, Lecture Notes in Computer Science
Laitinen Ville, Lahti Leo
(Vertaisarvioitu artikkeli konferenssijulkaisussa (A4))

Taxonomic signatures of cause-specific mortality risk in human gut microbiome (2021)

Nature Communications
Salosensaari Aaro, Laitinen Ville, Havulinna Aki S., Meric Guillaume, Cheng Susan, Perola Markus, Valsta Liisa, Alfthan Georg, Inouye Michael, Watrous Jeramie D., Long Tao, Salido Rodolfo A., Sanders Karenina, Brennan Caitriona, Humphrey Gregory C., Sanders Jon G., Jain Mohit, Jousilahti Pekka, Salomaa Veikko, Knight Rob, Lahti Leo, Niiranen Teemu
(Vertaisarvioitu alkuperäisartikkeli tai data-artikkeli tieteellisessä aikakauslehdessä (A1))

Probabilistic early warning signals (2021)

Ecology and Evolution
Laitinen Ville, Dakos Vasilis, Lahti Leo
(Vertaisarvioitu alkuperäisartikkeli tai data-artikkeli tieteellisessä aikakauslehdessä (A1))