Search Results for author: Andre F. Marquand

Found 3 papers, 2 papers with code

Hierarchical Bayesian Regression for Multi-Site Normative Modeling of Neuroimaging Data

1 code implementation25 May 2020 Seyed Mostafa Kia, Hester Huijsdens, Richard Dinga, Thomas Wolfers, Maarten Mennes, Ole A. Andreassen, Lars T. Westlye, Christian F. Beckmann, Andre F. Marquand

Clinical neuroimaging has recently witnessed explosive growth in data availability which brings studying heterogeneity in clinical cohorts to the spotlight.

Neural Processes Mixed-Effect Models for Deep Normative Modeling of Clinical Neuroimaging Data

1 code implementation12 Dec 2018 Seyed Mostafa Kia, Andre F. Marquand

Normative modeling has recently been introduced as a promising approach for modeling variation of neuroimaging measures across individuals in order to derive biomarkers of psychiatric disorders.

Scalable Multi-Task Gaussian Process Tensor Regression for Normative Modeling of Structured Variation in Neuroimaging Data

no code implementations31 Jul 2018 Seyed Mostafa Kia, Christian F. Beckmann, Andre F. Marquand

Most brain disorders are very heterogeneous in terms of their underlying biology and developing analysis methods to model such heterogeneity is a major challenge.

Anomaly Detection Multi-Task Learning

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