Selected Invited talks and Presentations 2012 (IEEE Workshop on Machine Learning for Signal Processing, MLSP 2011) Tensor Decomposition Approaches for the Modeling of Multi-Graphs(Three-way Methods in Chemistry and Psychology, TRICAP 2012) Non-parametric Bayesian Models for Complex Networks Bayesian Models for Complex Networks Presentation at FuturICT Nordic Hub
Modeling Latency and Shape Changes in Trial Based Neuroimaging Data Frequency constrained Shift CP modeling for NeuroImaging data Tranformation Invariant Sparse Coding Mining graphs by Relational Modeling Trilinear decomposition methods for the analysis of EEG and fMRI Network Models of Functional Brain Connectivity
2010 Applications of tensor decomposition in data mining and machine learning Tensor decomposition for mining the consistent reproducible patterns in neuroimaging data Archetypal Analysis for Machine Learning Graph mining by relational modeling Bayesian Methods for Tensor Decomposition Shape and Latency modeling of Neuroimaging Data
2009 Learning Latent Structure of Complex Networks Latent Causal Modeling of Neuroimaging Data Tuning Pruning in Sparse Non-negative Matrix Factorization Unsupervised Multi-way Decompositions Clustering on the simplex Sparse Coding and Automatic Relevance Determination for Multi-way models Bayesian and Non-linear Multi-way modelling
2008 Modeling Trial Based Neuroimaging Data PhD defense presentation Seminar on L1 constrained optimization Approximate L0 constrained non-negative Matrix and Tensor Factorization
2007 Shift Invariant Data Decomposition, Multiplicative updates for the LASSO Shifted Non-negative Matrix Factorization Sparseness constraints and non-negative tensor decomposition Shifted Independent Component Analysis
2006 Non-negative Tensor Decompositions, An introduction to ERPWAVELAB Extensions of non-negative matrix factorization to higher order data, Extensions of Non-negative Matrix Factorization (NMF) to Higher Order Data
2005 Decomposing the event related EEG using Parallel Factor (PARAFAC) Parallel Factor Analysis as an exploratory tool for wavelet transformed event related EEG |
Morten Mørup |
Associate Professor - Section for Cognitive Systems, DTU Compute Technical University of Denmark, Bld. 321/118, 2800 Kgs. Lyngby, phone +45 4525 3900 email: mmor@dtu.dk or morten.morup@gmail.com |