no code implementations • 29 Mar 2022 • Najiba Toron, Janaina Mourao-Miranda, John Shawe-Taylor
Transductive novelty detection on the other hand has only witnessed a recent surge in interest, it not only makes use of the negative class during training but also incorporates the (unlabeled) test set to detect novel examples.
1 code implementation • 11 Mar 2021 • Fabio S. Ferreira, Agoston Mihalik, Rick A. Adams, John Ashburner, Janaina Mourao-Miranda
In synthetic data, GFA uncovered the underlying shared and specific factors and predicted correctly the non-observed data modalities in complete and incomplete data sets.
no code implementations • 6 Dec 2018 • Hao-Ting Wang, Jonathan Smallwood, Janaina Mourao-Miranda, Cedric Huchuan Xia, Theodore D. Satterthwaite, Danielle S. Bassett, Danilo Bzdok
Since the beginning of the 21st century, the size, breadth, and granularity of data in biology and medicine has grown rapidly.
no code implementations • 30 Apr 2018 • Jessica Schrouff, Janaina Mourao-Miranda
Since machine learning models have been applied to neuroimaging data, researchers have drawn conclusions from the derived weight maps.