Zobrazeno 1 - 10
of 7 114
pro vyhledávání: '"Vogels A"'
The early detection of Alzheimer's disease (AD) requires the understanding of the relations between a wide range of disease-related features. Analyses that estimate these relations and evaluate their uncertainty are still rare. We address this gap by
Externí odkaz:
http://arxiv.org/abs/2411.07745
Autor:
Lappe, Alexander, Bognár, Anna, Nejad, Ghazaleh Ghamkhari, Mukovskiy, Albert, Martini, Lucas, Giese, Martin A., Vogels, Rufin
High-level visual brain regions contain subareas in which neurons appear to respond more strongly to examples of a particular semantic category, like faces or bodies, rather than objects. However, recent work has shown that while this finding holds o
Externí odkaz:
http://arxiv.org/abs/2405.09827
Autor:
Makkuva, Ashok Vardhan, Bondaschi, Marco, Vogels, Thijs, Jaggi, Martin, Kim, Hyeji, Gastpar, Michael C.
Data-parallel SGD is the de facto algorithm for distributed optimization, especially for large scale machine learning. Despite its merits, communication bottleneck is one of its persistent issues. Most compression schemes to alleviate this either ass
Externí odkaz:
http://arxiv.org/abs/2310.13033
Autor:
Swamy, Vinitra, Satayeva, Malika, Frej, Jibril, Bossy, Thierry, Vogels, Thijs, Jaggi, Martin, Käser, Tanja, Hartley, Mary-Anne
Predicting multiple real-world tasks in a single model often requires a particularly diverse feature space. Multimodal (MM) models aim to extract the synergistic predictive potential of multiple data types to create a shared feature space with aligne
Externí odkaz:
http://arxiv.org/abs/2309.14118
Autor:
Aneesh Vijayan, Ronald Vogels, Rachel Groppo, Yi Jin, Selina Khan, Mirjam Van Kampen, Sytze Jorritsma, Satish Boedhoe, Miranda Baert, Harry van Diepen, Harmjan Kuipers, Jan Serroyen, Jorge Reyes- del Valle, Ann Broman, Lannie Nguyen, Sayoni Ray, Bader Jarai, Jayant Arora, Michelle Lifton, Benjamin Mildenberg, Georgeanna Morton, Sampa Santra, Tamar R. Grossman, Hanneke Schuitemaker, Jerome Custers, Roland Zahn
Publikováno v:
Nature Communications, Vol 15, Iss 1, Pp 1-14 (2024)
Abstract Newly approved subunit and mRNA vaccines for respiratory syncytial virus (RSV) demonstrate effectiveness in preventing severe disease, with protection exceeding 80% primarily through the generation of antibodies. An alternative vaccine platf
Externí odkaz:
https://doaj.org/article/ad79a6b32f4f4a96b2a3d0c86c309c66
Gaussian graphical models provide a powerful framework to reveal the conditional dependency structure between multivariate variables. The process of uncovering the conditional dependency network is known as structure learning. Bayesian methods can me
Externí odkaz:
http://arxiv.org/abs/2307.02603
Bayesian methods for learning Gaussian graphical models offer a comprehensive framework that addresses model uncertainty and incorporates prior knowledge. Despite their theoretical strengths, the applicability of Bayesian methods is often constrained
Externí odkaz:
http://arxiv.org/abs/2307.00127
In data-parallel optimization of machine learning models, workers collaborate to improve their estimates of the model: more accurate gradients allow them to use larger learning rates and optimize faster. In the decentralized setting, in which workers
Externí odkaz:
http://arxiv.org/abs/2301.02151
Autor:
Claudia Vingerhoets, Julia Ruiz-Fernandez, Emma von Scheibler, Elfi Vergaelen, Nele Volbragt, Nele Soons, Chaira Serrarens, Annick Vogels, Erik Boot, Therese van Amelsvoort, Ann Swillen
Publikováno v:
BJPsych Open, Vol 10 (2024)
Background 22q11.2 deletion syndrome (22q11.2DS) is associated with cognitive impairments and an increased risk of psychopathology. Most of the research has been conducted in children and adolescents, although the majority of affected individuals liv
Externí odkaz:
https://doaj.org/article/4cfaf05350674ed4bdbb75e089b85182
Data-driven Clinical Decision Support Systems (CDSS) have the potential to improve and standardise care with personalised probabilistic guidance. However, the size of data required necessitates collaborative learning from analogous CDSS's, which are
Externí odkaz:
http://arxiv.org/abs/2211.06637