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Pekka Marttinen

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Improving Medical Multi-modal Contrastive Learning with Expert Annotations

Mar 15, 2024
Yogesh Kumar, Pekka Marttinen

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Mixture of Coupled HMMs for Robust Modeling of Multivariate Healthcare Time Series

Nov 14, 2023
Onur Poyraz, Pekka Marttinen

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Nonparametric modeling of the composite effect of multiple nutrients on blood glucose dynamics

Nov 06, 2023
Arina Odnoblyudova, Çağlar Hizli, ST John, Andrea Cognolato, Anne Juuti, Simo Särkkä, Kirsi Pietiläinen, Pekka Marttinen

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Content Reduction, Surprisal and Information Density Estimation for Long Documents

Sep 12, 2023
Shaoxiong Ji, Wei Sun, Pekka Marttinen

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Identifiable causal inference with noisy treatment and no side information

Jun 18, 2023
Antti Pöllänen, Pekka Marttinen

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Temporal Causal Mediation through a Point Process: Direct and Indirect Effects of Healthcare Interventions

Jun 16, 2023
Çağlar Hızlı, ST John, Anne Juuti, Tuure Saarinen, Kirsi Pietiläinen, Pekka Marttinen

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A Novel Deep Learning based Model for Erythrocytes Classification and Quantification in Sickle Cell Disease

May 02, 2023
Manish Bhatia, Balram Meena, Vipin Kumar Rathi, Prayag Tiwari, Amit Kumar Jaiswal, Shagaf M Ansari, Ajay Kumar, Pekka Marttinen

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ASymReg: Robust symmetric image registration using anti-symmetric formulation and deformation inversion layers

Mar 17, 2023
Joel Honkamaa, Pekka Marttinen

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Knowledge-augmented Graph Neural Networks with Concept-aware Attention for Adverse Drug Event Detection

Jan 25, 2023
Shaoxiong Ji, Ya Gao, Pekka Marttinen

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Joint Non-parametric Point Process model for Treatments and Outcomes: Counterfactual Time-series Prediction Under Policy Interventions

Sep 09, 2022
Çağlar Hızlı, ST John, Anne Juuti, Tuure Saarinen, Kirsi Pietiläinen, Pekka Marttinen

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