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Hugo Lewi Hammer

Hugo Lewi Hammer

Kort om

Hammer har en master i industriell matematikk fra 2003 og en doktorgrad i beregningsorientert statistikk fra 2008. Hans forskningsinteresser er blant annet innen forbedring av pålitelighet og transparens av maskinlæring-, forsterkende læring- og dype lærings-modeller ved utvikling av metoder innen modelltolkning, usikkerhetskvantifisering, robust statistikk og kausal inferens.

Fagområder

Emner

Bayesiansk statistikk   Regresjon   Kunstig intelligens   Maskinlæring   Anvendt statistikk   Stokastisk simulering   Big Data

Forskningsprosjekter

Avsluttede forskningsprosjekter

Vitenskapelige publikasjoner

Duric, Adrian; Tørresen, Jim; Riegler, Michael ; Hammer, Hugo Lewi (2025). Explanation Supported Learning: Improving Prediction Performance with Explainable Artificial Intelligence. IEEE International Symposium on Computer-Based Medical Systems.
https://doi.org/10.1109/CBMS65348.2025.00125

Papachrysos, Nikolaos; Smedsrud, Pia Helen; Ånonsen, Kim Vidar; Berstad, Tor Jan; Espeland, Håvard; Petlund, Andreas; Hedenström, Per; Halvorsen, Pål ; Varkey, Jonas; Hammer, Hugo Lewi ; Riegler, Michael Alexander ; Lange, Thomas de (2025). A comparative study benchmarking colon polyp with computer-aided detection (CADe) software. DEN Open. Vol. 5.
https://doi.org/10.1002/deo2.70061

Thune, Noora Helene; Kristensen, Anna Tostrup; Sehic, Amer; Brox, Julie Marie Haabeth; Utheim, Tor Paaske ; Hammer, Hugo Lewi ; Khan, Qalbi (2025). Comparing the Effectiveness of Human Extracted Teeth and Plastic Teeth in Teaching Dental Anatomy. Dentistry Journal. Vol. 13.
https://doi.org/10.3390/dj13030105

Yazidi, Anis ; Hammer, Hugo Lewi ; Leslie, David S. (2024). A Two-Timescale Learning Automata Solution to the Nonlinear Stochastic Proportional Polling Problem. IEEE Transactions on Systems, Man & Cybernetics. Systems. Vol. 54.
https://doi.org/10.1109/TSMC.2024.3414832

Storås, Andrea; Mæland, Steffen; Isaksen, Jonas L; Hicks, Steven Alexander; Thambawita, Vajira L B; Graff, Claus; Hammer, Hugo Lewi ; Halvorsen, Pål ; Riegler, Michael Alexander ; Kanters, Jørgen K (2024). Evaluating gradient-based explanation methods for neural network ECG analysis using heatmaps. JAMIA Journal of the American Medical Informatics Association. Vol. 32.
https://doi.org/10.1093/jamia/ocae280

Sheshkal, Sajad Amouei; Gundersen, Morten Pensgård; Riegler, Michael ; Utheim, Øygunn Aass; Gundersen, Kjell Gunnar; Rootwelt, Helge; Elgstøen, Katja B. Prestø; Hammer, Hugo Lewi (2024). Classifying Dry Eye Disease Patients from Healthy Controls Using Machine Learning and Metabolomics Data. Diagnostics (Basel). Vol. 14.
https://doi.org/10.3390/diagnostics14232696

Tveter, Mats; Tveitstøl, Thomas; Hatlestad-Hall, Christoffer; Teseyra, Ana Silvina Pérez; Taubøll, Erik; Yazidi, Anis ; Hammer, Hugo Lewi ; Haraldsen, Ira Hebold (2024). Advancing EEG prediction with deep learning and uncertainty estimation. Brain Informatics. Vol. 11.
https://doi.org/10.1186/s40708-024-00239-6

Vo, Minh-Quan; Nguyen, Thu; Riegler, Michael ; Hammer, Hugo Lewi (2024). Efficient Estimation of Generative Models Using Tukey Depth. Algorithms. Vol. 17.
https://doi.org/10.3390/a17030120

Svennevik, Hanna; Hicks, Steven; Riegler, Michael ; Storelvmo, Trude; Hammer, Hugo Lewi (2024). A dataset for predicting cloud cover over Europe. Scientific Data. Vol. 11.
https://doi.org/10.1038/s41597-024-03062-0

Boeker, Matthias; Swarbrick, Dana; Côté-Allard, Ulysse; Riegler, Michael ; Halvorsen, Pål ; Hammer, Hugo Lewi (2024). Predictive Modelling of Muscle Fatigue in Climbing. Lienhart, Rainer; Moeslund, Thomas B.; Saito, Hideo (Red.). MMSports '24: Proceedings of the 7th ACM International Workshop on Multimedia Content Analysis in Sports. s. 7-15. Association for Computing Machinery (ACM).
https://doi.org/10.1145/3689061.3689066





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