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Researcher

Jonas Nordhaug Myhre

Researcher / Machine Learning Department of Physics and Technology
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  • Myhre, Jonas Nordhaug; Tejedor Hernandez, Miguel Angel; Launonen, Ilkka Kalervo; El Fathi, Anas; Godtliebsen, Fred. In-silico evaluation of glucose regulation using policy gradient reinforcement learning for patients with type 1 diabetes mellitus. Applied Sciences 2020; Volum 10:6350 (18). ISSN 2076-3417.s 1 - 21.s doi: 10.3390/APP10186350.

  • Myhre, Jonas Nordhaug. Secant manifold constrained random projections - Improved cluster ensembles. Proceedings of ... International Joint Conference on Neural Networks 2018. ISSN 2161-4393.s doi: 10.1109/IJCNN.2018.8489361.

  • Myhre, Jonas Nordhaug; Godtliebsen, Fred; Launonen, Ilkka Kalervo; Wei, Susan. CONTROLLING BLOOD GLUCOSE LEVELS IN PATIENTS WITH TYPE 1 DIABETES USING FITTED Q-ITERATIONS AND FUNCTIONAL FEATURES. IEEE Signal Processing Society 2018 ISBN 978-1-5386-5477-4.s doi: 10.1109/MLSP.2018.8516946.

  • Myhre, Jonas Nordhaug; Kampffmeyer, Michael C.; Jenssen, Robert. Density ridge manifold traversal. IEEE conference proceedings 2017 (2017) ISBN 978-1-5090-4117-6. ISSN 1520-6149.s 2342 - 2346.s doi: 10.1109/ICASSP.2017.7952575.

  • Myhre, Jonas Nordhaug; Jenssen, Robert; Mikalsen, Karl Øyvind; Løkse, Sigurd. Robust clustering using a kNN mode seeking ensemble. (Fulltekst: https://www.sciencedirect.com/science/article/pii/S0031320317304776 (Prosjekt: site.uit.no/ml/ og http://site.uit.no/reinforcementlearning/) Pattern Recognition 2017; Volum 76. ISSN 0031-3203.s 491 - 505.s doi: 10.1016/j.patcog.2017.11.023.

  • Myhre, Jonas Nordhaug; Mikalsen, Karl Øyvind; Løkse, Sigurd; Jenssen, Robert. Consensus Clustering Using kNN Mode Seeking. Springer 2015; Volum 9127 (19) ISBN 978-3-319-19665-7. ISSN 0302-9743.s 175 - 186.s doi: 10.1007/978-3-319-19665-7_15.

  • Shaker, Matineh; Myhre, Jonas Nordhaug; Erdogmus, Deniz. Computationally Efficient Exact Calculation of Kernel Density Derivatives. Journal of Signal Processing Systems 2014; Volum 81 (3). ISSN 1939-8018.s 321 - 332.s doi: 10.1007/s11265-014-0904-1.

  • Shaker, Matineh; Myhre, Jonas Nordhaug; Kaba, M. Devrim; Erdogmus, Deniz. Invertible nonlinear cluster unwrapping. IEEE Workshop on Machine Learning for Signal Processing 2014. ISSN 2161-0363.s doi: 10.1109/MLSP.2014.6958878.

  • Jenssen, Robert; Myhre, Jonas Nordhaug. MIXTURE WEIGHT INFLUENCE ON KERNEL ENTROPY COMPONENT ANALYSIS AND SEMI-SUPERVISED LEARNING USING THE LASSO. (Fulltekst: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6349814 IEEE Signal Processing Society 2012 (13117249) ISBN 978‐1‐4673‐1026‐0. ISSN 1551-2541.s 1 - 6.s doi: 10.1109/mlsp.2012.6349814.

  • Tejedor Hernandez, Miguel Angel; Myhre, Jonas Nordhaug. Controlling Blood Glucose For Patients With Type 1 Diabetes Using Deep Reinforcement Learning - The Influence Of Changing The Reward Function. Northern Lights Deep Learning Workshop 2020-01-20 - 2020-01-21 2020.

  • Tejedor Hernandez, Miguel Angel; Myhre, Jonas Nordhaug. Controlling Blood Glucose For Patients With Type 1 Diabetes Using Deep Reinforcement Learning - The Influence Of Changing The Reward Function. Northern Lights Deep Learning Workshop 2020-01-20 - 2020-01-21 2020.

  • Tejedor Hernandez, Miguel Angel; Myhre, Jonas Nordhaug. Including T1D knowledge in deep reinforcement learning reduces hypoglycemia. International Conference on Advanced Technologies & Treatments for Diabetes 2020-02-19 - 2020-02-22 2020.

  • Myhre, Jonas Nordhaug; Tejedor Hernandez, Miguel Angel; Launonen, Ilkka Kalervo; Godtliebsen, Fred. In-silico Evaluation of Type-1 Diabetes Closed-Loop Control using Deep Reinforcement Learning. Northern Lights Deep Learning Workshop 2019-01-09 - 2019-01-10 2019.

  • Myhre, Jonas Nordhaug; Tejedor Hernandez, Miguel Angel; Launonen, Ilkka Kalervo; Godtliebsen, Fred. In-silico Evaluation of Trust Region Policy Optimization Reinforcement Learning for T1DM Closed-Loop Control. International Conference on Advanced Technologies & Treatments for Diabetes 2019-02-20 - 2019-02-23 2019.

  • Ngo, Phuong; Myhre, Jonas Nordhaug; Godtliebsen, Fred. Reinforcement Learning Algorithm for Patients with Type-1 Diabetes. The Multi-disciplinary Conference on Reinforcement Learning and Decision 2017-06-11 - 2017-06-14 2017.

  • Myhre, Jonas Nordhaug; Kampffmeyer, Michael C.; Jenssen, Robert. Ambient space manifold learning using density ridges. ICML2016 Workshop on Geometry in Machine Learning 2016-06-23 - 2016.

  • Myhre, Jonas Nordhaug; Jenssen, Robert; Erdogmus, Deniz; Shaker, Matineh; Kaba, M. Devrim. Geometric interpretation of density ridges.. Geometry in Machine Learning workshop at ICML 2016 2016-06-26 - 2016-06-26 2016.

  • Myhre, Jonas Nordhaug; Jenssen, Robert. MIXTURE WEIGHT INFLUENCE ON KERNEL ENTROPY COMPONENT ANALYSIS AND SEMI-SUPERVISED LEARNING USING THE LASSO. IEEE Workshop in Machine Learning for Signal Processing 2012-09-23 - 2012-09-26 2012.

  • Tejedor Hernandez, Miguel Angel; Myhre, Jonas Nordhaug. Controlling Blood Glucose For Patients With Type 1 Diabetes Using Deep Reinforcement Learning - The Influence Of Changing The Reward Function. Northern Lights Deep Learning Workshop 2020-01-20 - 2020-01-21 2020.

  • Tejedor Hernandez, Miguel Angel; Myhre, Jonas Nordhaug. Controlling Blood Glucose For Patients With Type 1 Diabetes Using Deep Reinforcement Learning - The Influence Of Changing The Reward Function. Northern Lights Deep Learning Workshop 2020-01-20 - 2020-01-21 2020.

  • Tejedor Hernandez, Miguel Angel; Myhre, Jonas Nordhaug. Including T1D knowledge in deep reinforcement learning reduces hypoglycemia. International Conference on Advanced Technologies & Treatments for Diabetes 2020-02-19 - 2020-02-22 2020.

  • Myhre, Jonas Nordhaug; Tejedor Hernandez, Miguel Angel; Launonen, Ilkka Kalervo; Godtliebsen, Fred. In-silico Evaluation of Type-1 Diabetes Closed-Loop Control using Deep Reinforcement Learning. Northern Lights Deep Learning Workshop 2019-01-09 - 2019-01-10 2019.

  • Myhre, Jonas Nordhaug; Tejedor Hernandez, Miguel Angel; Launonen, Ilkka Kalervo; Godtliebsen, Fred. In-silico Evaluation of Trust Region Policy Optimization Reinforcement Learning for T1DM Closed-Loop Control. International Conference on Advanced Technologies & Treatments for Diabetes 2019-02-20 - 2019-02-23 2019.

  • Ngo, Phuong; Myhre, Jonas Nordhaug; Godtliebsen, Fred. Reinforcement Learning Algorithm for Patients with Type-1 Diabetes. The Multi-disciplinary Conference on Reinforcement Learning and Decision 2017-06-11 - 2017-06-14 2017.

  • Myhre, Jonas Nordhaug; Kampffmeyer, Michael C.; Jenssen, Robert. Ambient space manifold learning using density ridges. ICML2016 Workshop on Geometry in Machine Learning 2016-06-23 - 2016.

  • Myhre, Jonas Nordhaug; Jenssen, Robert; Erdogmus, Deniz; Shaker, Matineh; Kaba, M. Devrim. Geometric interpretation of density ridges.. Geometry in Machine Learning workshop at ICML 2016 2016-06-26 - 2016-06-26 2016.

  • Myhre, Jonas Nordhaug; Jenssen, Robert. MIXTURE WEIGHT INFLUENCE ON KERNEL ENTROPY COMPONENT ANALYSIS AND SEMI-SUPERVISED LEARNING USING THE LASSO. IEEE Workshop in Machine Learning for Signal Processing 2012-09-23 - 2012-09-26 2012.

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