Analyzing Hierarchical Multi-View MRI Data With StaPLR: An Application to Alzheimer's Disease Classification

Autor: Wouter van Loon, Frank de Vos, Marjolein Fokkema, Botond Szabo, Marisa Koini, Reinhold Schmidt, Mark de Rooij

Publikováno v: Frontiers in Neuroscience, Vol 16 (2022)

Multi-view data refers to a setting where features are divided into feature sets, for example because they correspond to different sources. Stacked penalized logistic regression (StaPLR) is a recently introduced method that can be used for classifica

Externí odkaz: https://doaj.org/article/1cd310b5389e4218967f3929289454ec

Sample Bias in Web-Based Patient-Generated Health Data of Dutch Patients With Gastrointestinal Stromal Tumor: Survey Study: Survey Study

Autor: Anne Dirkson, Dide den Hollander, Suzan Verberne, Ingrid Desar, Olga Husson, Winette T A van der Graaf, Astrid Oosten, Anna K L Reyners, Neeltje Steeghs, Wouter van Loon, Gerard van Oortmerssen, Hans Gelderblom, Wessel Kraaij

Publikováno v: JMIR Formative Research, 6(12):e36755. JMIR Publications Inc.
Jmir Formative Research, 6(12):e36755
JMIR Formative Research, 6
JMIR Formative Research, 6, 12
JMIR Formative Research, 6(12):e36755

Background Increasingly, social media is being recognized as a potential resource for patient-generated health data, for example, for pharmacovigilance. Although the representativeness of the web-based patient population is often noted as a concern,

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::bdf796282df27501dda2a42e0bb77db6
https://pure.eur.nl/en/publications/500a8371-04d8-4aee-a5a5-caa47b28c34e

Stacked Penalized Logistic Regression for Selecting Views in Multi-View Learning

Autor: Wouter van Loon, Mark de Rooij, Botond Szabo, Marjolein Fokkema

In biomedical research, many different types of patient data can be collected, such as various types of omics data and medical imaging modalities. Applying multi-view learning to these different sources of information can increase the accuracy of med

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::62f2a60d8a166bc7169e1e16b9ea39ec
https://hdl.handle.net/1887/3200185