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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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Deformation equivariant cross-modality image synthesis with paired non-aligned training data


Aug 26, 2022
Joel Honkamaa, Umair Khan, Sonja Koivukoski, Leena Latonen, Pekka Ruusuvuori, Pekka Marttinen

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Look beyond labels: Incorporating functional summary information in Bayesian neural networks


Jul 04, 2022
Vishnu Raj, Tianyu Cui, Markus Heinonen, Pekka Marttinen

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EEG based Emotion Recognition: A Tutorial and Review


Mar 16, 2022
Xiang Li, Yazhou Zhang, Prayag Tiwari, Dawei Song, Bin Hu, Meihong Yang, Zhigang Zhao, Neeraj Kumar, Pekka Marttinen

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Deconfounded Representation Similarity for Comparison of Neural Networks


Jan 31, 2022
Tianyu Cui, Yogesh Kumar, Pekka Marttinen, Samuel Kaski

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A Unified Review of Deep Learning for Automated Medical Coding


Jan 08, 2022
Shaoxiong Ji, Wei Sun, Hang Dong, Honghan Wu, Pekka Marttinen

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Patient Outcome and Zero-shot Diagnosis Prediction with Hypernetwork-guided Multitask Learning


Sep 07, 2021
Shaoxiong Ji, Pekka Marttinen

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Multi-task Balanced and Recalibrated Network for Medical Code Prediction


Sep 06, 2021
Wei Sun, Shaoxiong Ji, Erik Cambria, Pekka Marttinen

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Medical SANSformers: Training self-supervised transformers without attention for Electronic Medical Records


Aug 31, 2021
Yogesh Kumar, Alexander Ilin, Henri Salo, Sangita Kulathinal, Maarit K. Leinonen, Pekka Marttinen

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* 25 pages, 8 figures, 5 tables, Submitted to a journal 

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Deep Learning for Depression Recognition with Audiovisual Cues: A Review


May 27, 2021
Lang He, Mingyue Niu, Prayag Tiwari, Pekka Marttinen, Rui Su, Jiewei Jiang, Chenguang Guo, Hongyu Wang, Songtao Ding, Zhongmin Wang, Wei Dang, Xiaoying Pan

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