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"Diffusion Kernel Attention Network for Brain Disorder Classification" by Jianjia Zhang, Luping Zhou et al.

Constructing and analyzing functional brain networks (FBN) has become a promising approach to brain disorder classification. However, the conventional successive construct-and-analyze process would limit the performance due to the lack of interactions and adaptivity among the subtasks in the process. Recently, Transformer has demonstrated remarkable performance in various tasks, attributing to its effective attention mechanism in modeling complex feature relationships. In this paper, for the fir...
Diffusion Kernel Attention Network Attention Network Rain Disease Classification Brain Modeling Drain Network Diffusion Process
Source: uow.edu.au

New EBRAINS-enabled tool to help guide surgery in drug-resistant epilepsy patients

Credit: HBP Epilepsy is one of the most common neurological disorders, affecting over 50 Million people worldwide. Patients suffer from seizures caused by sudden neuronal activity engaging at times large networks of the brain. In a third of all cases the disease is resistant to drugs. The most common treatment option for these patients is surgical removal of the "epileptogenic zone", the areas of the brain, where the seizures emerge. "Surgery success depends on locating these areas as precisel...
Fabrice Bartolomei Viktor Jirsa Pawel Swieboda Katrin Amunts Scientific Research Centre National De La Recherche Scientifique

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