Publications per year
Publications per year
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Profile
Lars Kai Hansen has MSc and PhD degrees in physics from University of Copenhagen. Since 1990 he has been with the Technical University of Denmark, where he currently heads the Section for Cognitive Systems. He has published more than 300 contributoins on machine learning, signal processing, and applications in AI and cognitive systems. His research has been generously funded by the Danish Research Councils and private foundations, the European Union, and the US National Institutes of Health. He has made seminal contributions to machine learning including the introduction of ensemble methods('90) and to functional neuroimaging including the first brain state decoding work based on PET('94) and fMRI('97). In the context of neuroimaging he has developed a suite of methods for visualizing machine learning models and quantification of uncertainty. In 2011 he was elected “Catedra de Excelencia” at UC3M Madrid, Spain.
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Keywords
- User defined:
- Machine Learning
- Cognitive Systems
- Artificial Intelligence
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Collaborations and top research areas from the last five years
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Hubness Reduction Improves Sentence-BERT Semantic Spaces
Nielsen, B. M. G. & Hansen, L. K., 2024, Proceedings of the 5th Northern Lights Deep Learning Conference (NLDL). Proceedings of Machine Learning Research, Vol. 233. p. 181-204Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review
Open AccessFile36 Downloads (Pure) -
Image classification with symbolic hints using limited resources
Jørgensen, M. G., Tětková, L. & Hansen, L. K., 2024, In: PLOS ONE. 19, 5, 13 p., e0301360.Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile12 Downloads (Pure) -
Automatic proficiency scoring for early-stage writing
Andersen, M. R., Kabel, K., Bremholm, J., Bundsgaard, J. & Hansen, L. K., 2023, In: Computers and Education. 5, 12 p., 100168.Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile24 Downloads (Pure) -
Clustering of antipsychotic-naïve patients with schizophrenia based on functional connectivity from resting-state electroencephalography
Ambrosen, K. S., Fredriksson, F., Anhøj, S., Bak, N., van Dellen, E., Dominicus, L., Lemvigh, C. K., Sørensen, M. E., Nielsen, M., Bojesen, K. B., Fagerlund, B., Glenthøj, B. Y., Oranje, B., Hansen, L. K. & Ebdrup, B. H., 2023, In: European Archives of Psychiatry and Clinical Neuroscience. 273, p. 1785–1796Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile18 Downloads (Pure) -
Concept-Based Explainability for an EEG Transformer Model
Madsen, A. G., Lehn-Schiøler, W. T., Jónsdóttir, Á., Arnardóttir, B. & Hansen, L. K., 2023, Proceedings of the 2023 IEEE 33rd International Workshop on Machine Learning for Signal Processing (MLSP). IEEE, 6 p.Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review
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Causal Approach to Trustworthy Artificial Intelligence in Healthcare
Madsen, A. G. (PhD Student), Hansen, L. K. (Main Supervisor) & Weichwald, S. (Supervisor)
01/09/2024 → 31/08/2027
Project: PhD
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Self-supervised learning for decoding of complex signals
Skerath, L. (PhD Student), Hansen, L. K. (Main Supervisor) & Tan, Z.-H. (Supervisor)
01/09/2023 → 31/08/2026
Project: PhD
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Next generation machine learning explainability
Dorszewski, T. (PhD Student), Hansen, L. K. (Main Supervisor) & Madsen, K. H. (Supervisor)
01/04/2023 → 31/03/2026
Project: PhD
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Transformer Modelling for Complex NeurologicalSignal Decoding & its Application in Neuropsychiatric Phenotyping
Mager, F. M. (PhD Student), Hansen, L. K. (Main Supervisor), Ebdrup, B. H. (Supervisor), Madsen, K. H. (Supervisor), Hansen, L. K. (Main Supervisor), Madsen, K. H. (Supervisor) & Ebdrup, B. (Supervisor)
01/10/2022 → 02/11/2025
Project: PhD
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RRS-DK: Responsible Recommender Systems for Danish News Publishing
Kruse, J. (PhD Student), Frellsen, J. (Main Supervisor), Andersen, M. R. (Supervisor), Hansen, L. K. (Supervisor) & Lindskow, K. (Supervisor)
15/12/2021 → 14/06/2025
Project: PhD