Data harmonization and federated learning for multi-cohort dementia research using the OMOP common data model: A Netherlands consortium of dementia cohorts case study.
Pedro MateusJustine E. F. MoonenMagdalena BeranEva JaarsmaSophie M. van der LandenJoost HeuvelinkMahlet A. BirhanuAlexander G. J. HarmsEsther BronFrank J. WoltersDavy CatsHailiang MeiJulie OomensWillemijn JansenMiranda T. SchramAndre DekkerIñigo BermejoPublished in: J. Biomed. Informatics (2024)
Keyphrases
- data sources
- data sets
- prior knowledge
- data model
- case study
- data processing
- data mining techniques
- statistical analysis
- data collection
- knowledge acquisition
- online learning
- background knowledge
- sensor data
- data distribution
- data structure
- high quality
- training data
- learning algorithm
- data management
- learning systems
- learning tasks
- original data
- synthetic data
- supervised learning
- data analysis
- digital libraries
- reinforcement learning
- real world