Morten Mørup

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  Machine Learning for Dynamic Complex Network Analysis

  Nakis, N. (PhD Student), Mørup, M. (Main Supervisor), Lehmann, S. (Supervisor), Holme, P. (Examiner) & Papadopoulos, A. (Examiner)

  01/09/2020 → 11/01/2024

  Project: PhD

  • Graph Representation Learning 100%
  • Network Structures 100%
  • Complex Networks 100%
  • Machine Learning 100%
  • Dynamics 100%

• Probabilistic deep learning for hearing aid speech separation

  Høegh, R. M. T. (PhD Student), Dieleman, S. (Examiner), van der Wilk, M. (Examiner), Mørup, M. (Main Supervisor), Hansen, L. K. (Supervisor), Kressner, A. A. (Supervisor), Nielsen, J. B. (Supervisor) & Westermann, A. (Supervisor)

  01/05/2019 → 03/02/2023

  Project: PhD

  • Autoencoder 100%
  • Loss Treatment 100%
  • Audio Modeling 100%
  • Representation Learning 42%
  • rate distortion 42%

• Improving diabetes treatment outcome by utilizing CGM and insulin injection data for machine learning based decision support

  Mohebbi, A. (PhD Student), Mørup, M. (Main Supervisor), Stallknecht, B. M. (Supervisor), Bengtsson, H. (Supervisor), Madsen, K. H. (Examiner), Bequette, B. W. (Examiner), Svarer, C. (Examiner) & Lind Jensen, M. (Supervisor)

  01/10/2018 → 07/03/2022

  Project: PhD

  • Monitoring Data 100%
  • Learning Approach 100%
  • Hypoglycemia 100%
  • Non Insulin Dependent Diabetes Mellitus 100%
  • Hyperglycemia 50%

• Data driven UX engineering of cognitive interfaces for augmented hearing

  Korzepa, M. J. (PhD Student), Serafin, S. (Examiner), van der Wilk, M. (Examiner), Larsen, J. E. (Main Supervisor), Mørup, M. (Supervisor), Petersen, M. K. (Supervisor) & Schmidt, M. N. (Examiner)

  Samfinansieret - Andet

  15/09/2017 → 14/04/2021

  Project: PhD

  • Clinical Setting 100%
  • Simulated Environment 50%
  • Preference Learning 50%
  • Partial Observability 50%
  • Health Care 50%

• A Probabilistic Framework for Tensor Methods with Applications in the Life Sciences

  Hinrich, J. L. (PhD Student), Mørup, M. (Main Supervisor), Winther, O. (Examiner), Acar, E. (Examiner), Van Huffel, S. (Examiner) & Madsen, K. H. (Supervisor)

  Technical University of Denmark

  01/01/2017 → 13/05/2020

  Project: PhD

• Cognitive modeling and electrophysiological characterization of audiovisual speech perception

  Lindborg, A. C. (PhD Student), Noppeney, U. (Examiner), Schwartz, J.-L. (Examiner), Madsen, K. H. (Examiner), Andersen, T. S. (Main Supervisor) & Mørup, M. (Supervisor)

  Technical University of Denmark

  01/09/2016 → 30/09/2020

  Project: PhD

  • Illusion 100%
  • Speech Perception 100%
  • Multisensory Integration 75%
  • Sensation of Hearing 25%
  • Face 25%

• Social Spreading in Complex Networks

  Mønsted, B. M. (PhD Student), Jørgensen, S. L. (Main Supervisor), Mørup, M. (Supervisor), Larsen, J. E. (Examiner), Brockmann, D. (Examiner) & Sinatra, R. (Examiner)

  Forskningsrådsfinansiering

  01/06/2016 → 30/09/2019

  Project: PhD

  • Dynamic Economic Models 100%
  • Social Data Science 100%
  • Attention Dynamics 100%
  • Online Interaction 100%
  • Social Machines 100%

• A Bayesian Approach to Neural Networks

  Jørgensen, P. B. (PhD Student), Schmidt, M. N. (Main Supervisor), Mørup, M. (Supervisor), Hansen, L. K. (Examiner), Darkner, S. (Examiner) & Lilienfeld, O. A. V. (Examiner)

  Technical University of Denmark

  15/03/2016 → 12/06/2019

  Project: PhD

  • Deep Learning Methods 100%
  • Deep Learning 100%
  • Graph Neural Network 50%
  • Screening Process 50%
  • Deep Machine Learning 25%

• Automated NIR management

  Larsen, J. S. (PhD Student), Larsen, A. (Supervisor), Skov, T. H. (Supervisor), Stockmarr, A. (Supervisor), Mørup, M. (Examiner), Darkner, S. (Examiner), Fearn, T. (Examiner), Clemmensen, L. K. H. (Main Supervisor) & Ersbøll, B. K. (Supervisor)

  Samfinansieret - Andet

  15/11/2015 → 05/02/2020

  Project: PhD

  • Neural Network 100%
  • Process Control 50%
  • Beer Law 50%
  • Semi-supervised Domain Adaptation 25%
  • Exogenous Disturbances 25%

• Towards end -to-end document analysis

  Palm, R. B. (PhD Student), Winther, O. (Main Supervisor), Laws, F. (Supervisor), Mørup, M. (Supervisor), Hansen, L. K. (Examiner), Meunier, J.-L. (Examiner) & Søgaard, A. (Examiner)

  Industrial PhD

  01/11/2015 → 14/01/2019

  Project: PhD

  • Information Extraction 100%
  • Business Documents 100%
  • Deep Learning 55%
  • Research Paper 11%
  • Business Process 11%

• Modeling Temporal Dynamics in Functional Brain Connectivity

  Nielsen, S. F. (PhD Student), Mørup, M. (Main Supervisor), Schmidt, M. N. (Supervisor), Nielsen, F. Å. (Examiner), Eichele, T. (Examiner), Heskes, T. (Examiner) & Madsen, K. H. (Supervisor)

  Samfinansieret - Andet

  15/08/2015 → 14/11/2018

  Project: PhD

  • Temporal Dynamic 100%
  • Functional Connectivity 100%
  • Dynamic Functional Connectivity 100%
  • Functional Magnetic Resonance Imaging 50%
  • Functional State 37%

• Structured Approximate Bayesian Inference

  Bonnevie, R. (PhD Student), Schmidt, M. N. (Main Supervisor), Mørup, M. (Supervisor), Winther, O. (Examiner), Hensman, J. (Examiner) & Frellsen, J. (Examiner)

  Technical University of Denmark

  01/04/2015 → 30/09/2018

  Project: PhD

  • Bayesian 100%
  • Approximates 100%
  • Random Variable 100%
  • Conditional Independence 100%
  • Gaussian Process 100%

• Bayesian Modelling of Functional Whole Brain Connectivity

  Røge, R. (PhD Student), Mørup, M. (Main Supervisor), Schmidt, M. N. (Supervisor), Hansen, L. K. (Examiner), Penny, W. D. (Examiner), Madsen, K. H. (Supervisor) & Särkkä, S. (Examiner)

  Samfinansieret - Andet

  01/02/2014 → 14/06/2017

  Project: PhD

  • Bayesian Modeling 100%
  • Activation Task 100%
  • Temporal Dynamic 50%
  • Modeling Framework 50%
  • Imaging Signal 50%

• Large Scale Computing for the Modelling of Whole Brain Connectivity

  Albers, K. J. (PhD Student), Schmidt, M. N. (Main Supervisor), Mørup, M. (Supervisor), Larsen, J. (Examiner), Igel, C. (Examiner) & Tresp, V. (Examiner)

  1/3 FUU, 1/3 inst 1/3 Andet

  01/11/2013 → 22/09/2017

  Project: PhD

  • Structural Connectivity 100%
  • Functional Connectivity 100%
  • Functional Magnetic Resonance Imaging 100%
  • Large-scale Computing 100%
  • Driven Approach 66%

• Modeling Structural Brain Connectivity

  Ambrosen, K. M. S. (PhD Student), Mørup, M. (Main Supervisor), Dyrby, T. B. (Supervisor), Schmidt, M. N. (Supervisor), Hansen, L. K. (Examiner), Jbabdi, S. (Examiner) & Thiran, J.-P. (Examiner)

  1/3 FUU, 1/3 inst 1/3 Andet

  01/04/2013 → 19/04/2017

  Project: PhD

  • Tractography 100%
  • Angular Resolution 66%
  • In Vivo 33%
  • Myelin 33%
  • Functional Magnetic Resonance Imaging 33%

• Machine learning tools for navigation of audio data

  Troelsgaard, R. (PhD Student), Hansen, L. K. (Main Supervisor), Larsen, J. (Supervisor), Mørup, M. (Examiner), Theodoridis, S. (Examiner) & Jensen, S. H. (Examiner)

  Technical University of Denmark

  15/12/2012 → 18/01/2017

  Project: PhD

  • Data Type 100%
  • Model Parameter 100%
  • Parameter Estimation 100%
  • Media Objects 100%
  • Digital Media 100%

• Effective connectivity and gamma oscillations in a group at risk of psychosis

  Larsen, K. M. (PhD Student), Mørup, M. (Main Supervisor), Werge, T. (Supervisor), Andersen, T. (Examiner), Uhlhaas, P. (Examiner), Litvak, V. (Examiner), Siebner, H. R. (Supervisor) & Baaré, W. F. C. (Supervisor)

  1/3 FUU, 1/3 inst 1/3 Andet

  01/11/2012 → 16/08/2017

  Project: PhD

  • Dementia Praecox 100%
  • Schizophrenia 100%
  • 22q11.2 Deletion Syndrome 57%
  • Functional Abnormalities 57%
  • Mismatch Negativity 50%

• Multi-modal analysis of EEG data

  Frølich, L. (PhD Student), Andersen, T. (Main Supervisor), Mørup, M. (Supervisor), Hansen, L. K. (Examiner), Dyrholm, M. (Examiner) & Debener, S. (Examiner)

  Technical University of Denmark

  01/10/2011 → 25/05/2016

  Project: PhD

  • Independent Component 100%
  • Parallel Factor Analysis 28%
  • Class Discrimination 25%
  • Projection Matrix 25%
  • Lateral Eyes 25%

• Modelling the structure of complex networks

  Herlau, T. (PhD Student), Mørup, M. (Main Supervisor), Hansen, L. K. (Supervisor), Schmidt, M. N. (Supervisor), Winther, O. (Examiner), Girolami, M. (Examiner) & Tresp, V. (Examiner)

  Technical University of Denmark

  01/06/2011 → 09/09/2014

  Project: PhD

  • Complex Networks 100%
  • Probabilistic Method 28%
  • Updating Beliefs 28%
  • Representer Theorem 14%
  • Scientific Field 14%

• Neurale og perceptuelle aspekter af audiovisuel taleperception

  Eskelund, K. (PhD Student), Andersen, T. (Main Supervisor), Dau, T. (Supervisor), MacDonald, E. (Supervisor), Mørup, M. (Examiner), Gondan-Rochon, M. (Examiner) & Rosenblum, L. D. (Examiner)

  Eksternt finansieret virksomhed

  01/02/2011 → 25/09/2014

  Project: PhD

  • Mismatch Negativity 100%
  • Speech Perception 100%
  • Electrophysiological Examination 100%
  • Face 85%
  • Face Perception 33%

• Electrophysiological correlates of spatiotemporal attention in humans

  Nielsen, S. (PhD Student), Andersen, T. (Main Supervisor), Hansen, L. K. (Supervisor), Mørup, M. (Examiner), Kyllingsbæk, S. (Examiner) & Nieuwenstein, M. R. (Examiner)

  Technical University of Denmark

  01/04/2009 → 21/09/2012

  Project: PhD

  • Visual Perception 100%
  • Rapid Serial Visual Presentation 22%
  • Target Difficulty 11%
  • Leber 11%
  • Distractor 11%

• Integration and Modeling of Medical Signals

  Mørup, M. (PhD Student), Hansen, L. K. (Main Supervisor), Arnfred, S. M. (Supervisor), Winther, O. (Supervisor), Larsen, J. (Examiner), Müller, K.-R. (Examiner) & Bro-Jørgensen, R. (Examiner)

  DTU stipendium

  01/03/2005 → 29/09/2008

  Project: PhD

  • Unsupervised Learning 100%
  • Decomposition Method 100%
  • Multimedia 33%
  • Community Detection 33%
  • Independent Component Analysis 33%