Errors-in-Variables Modeling of Personalized Treatment-Response Trajectories. - Guangyi Zhang 001; Reza A. Ashrafi; Anne Juuti; Kirsi Pietiläinen; Pekka Marttinen (IEEE J. Biomed. Health Informatics, 2021)

Joint Non-parametric Point Process model for Treatments and Outcomes: Counterfactual Time-series Prediction Under Policy Interventions. - Çaglar Hizli; S. T. John; Anne Juuti; Tuure Saarinen; Kirsi Pietiläinen; Pekka Marttinen (CoRR, 2022)

Causal Modeling of Policy Interventions From Treatment-Outcome Sequences. - Caglar Hizli; S. T. John; Anne Tuulikki Juuti; Tuure Tapani Saarinen; Kirsi Hannele Pietiläinen; Pekka Marttinen (ICML, 2023)

Nonparametric modeling of the composite effect of multiple nutrients on blood glucose dynamics. - Arina Odnoblyudova; Caglar Hizli; St John; Andrea Cognolato; Anne Juuti; Simo Särkkä; Kirsi Pietiläinen; Pekka Marttinen (ML4H@NeurIPS, 2023)

Temporal Causal Mediation through a Point Process: Direct and Indirect Effects of Healthcare Interventions. - Çaglar Hizli; St John; Anne Juuti; Tuure Saarinen; Kirsi Pietiläinen; Pekka Marttinen (NeurIPS, 2023)

Temporal Causal Mediation through a Point Process: Direct and Indirect Effects of Healthcare Interventions. - Çaglar Hizli; S. T. John; Anne Juuti; Tuure Saarinen; Kirsi Pietiläinen; Pekka Marttinen (CoRR, 2023)