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Journal Articles
- 2021
[j1]Guangyi Zhang
, Reza A. Ashrafi, Anne Juuti, Kirsi Pietiläinen, Pekka Marttinen:
Errors-in-Variables Modeling of Personalized Treatment-Response Trajectories. IEEE J. Biomed. Health Informatics 25(1): 201-208 (2021)
Conference and Workshop Papers
- 2023
- [c3]Caglar Hizli, S. T. John, Anne Tuulikki Juuti, Tuure Tapani Saarinen, Kirsi Hannele Pietiläinen, Pekka Marttinen:
Causal Modeling of Policy Interventions From Treatment-Outcome Sequences. ICML 2023: 13050-13084 - [c2]Arina Odnoblyudova, Caglar Hizli, St John, Andrea Cognolato, Anne Juuti, Simo Särkkä, Kirsi Pietiläinen, Pekka Marttinen:
Nonparametric modeling of the composite effect of multiple nutrients on blood glucose dynamics. ML4H@NeurIPS 2023: 428-444 - [c1]Çaglar Hizli, St John, Anne Juuti, Tuure Saarinen, Kirsi Pietiläinen, Pekka Marttinen:
Temporal Causal Mediation through a Point Process: Direct and Indirect Effects of Healthcare Interventions. NeurIPS 2023
Informal and Other Publications
- 2023
- [i4]Çaglar Hizli, S. T. John, Anne Juuti, Tuure Saarinen, Kirsi Pietiläinen, Pekka Marttinen:
Temporal Causal Mediation through a Point Process: Direct and Indirect Effects of Healthcare Interventions. CoRR abs/2306.09656 (2023) - [i3]Arina Odnoblyudova, Çaglar Hizli, St John, Andrea Cognolato, Anne Juuti, Simo Särkkä, Kirsi Pietiläinen, Pekka Marttinen:
Nonparametric modeling of the composite effect of multiple nutrients on blood glucose dynamics. CoRR abs/2311.03129 (2023) - 2022
- [i2]Çaglar Hizli, S. T. John, Anne Juuti, Tuure Saarinen, Kirsi Pietiläinen, Pekka Marttinen:
Joint Non-parametric Point Process model for Treatments and Outcomes: Counterfactual Time-series Prediction Under Policy Interventions. CoRR abs/2209.04142 (2022) - 2019
- [i1]Guangyi Zhang, Reza A. Ashrafi, Anne Juuti, Kirsi Pietiläinen, Pekka Marttinen:
Errors-in-variables Modeling of Personalized Treatment-Response Trajectories. CoRR abs/1906.03989 (2019)
Coauthor Index
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