Ville Laitinen profile picture
Doctoral Student, ​Department of Computing
Doctoral Candidate, Data-analytiikka
Doctoral candidate


Areas of expertise

Early warning signals
probabilistic modeling
dynamical systems


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


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. 


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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))