Kirsi Pietiläinen

According to our database, Kirsi Pietiläinen authored at least 6 papers between 2021 and 2023.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

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

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

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 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

Proceedings of the Machine Learning for Health, 2023

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

Proceedings of the International Conference on Machine Learning, 2023

2022

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

2021

Errors-in-Variables Modeling of Personalized Treatment-Response Trajectories.

Guangyi Zhang, Reza A. Ashrafi, Anne Juuti, Kirsi Pietiläinen, Pekka Marttinen

IEEE J. Biomed. Health Informatics, 2021