Search Results for author: Janaina Mourao-Miranda

Found 4 papers, 1 papers with code

TransductGAN: a Transductive Adversarial Model for Novelty Detection

no code implementations29 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.

Generative Adversarial Network Novelty Detection +1

A hierarchical Bayesian model to find brain-behaviour associations in incomplete data sets

1 code implementation11 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.

Bayesian Inference

Interpreting weight maps in terms of cognitive or clinical neuroscience: nonsense?

no code implementations30 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.

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