From the 1 of 3 linked papers with an AI index.
3 papers
Beyond Parents? Prediction Gaps in University Completion Using Population-Scale Networks and Flexible Machine Learning
Javier Garcia-Bernardo, Eva Jaspers, Weverthon Machado +2
The paper investigates how much children’s university completion can be predicted from broader social contexts beyond parental background, using large administrative datasets and c…
Population-Scale Network Embeddings Expose Educational Divides in Network Structure Related to Right-Wing Populist Voting
Malte Lüken, Javier Garcia-Bernardo, Sreeparna Deb +2
Administrative registry data can be used to construct population-scale networks whose ties reflect shared social contexts between persons. With machine learning, such networks can…
Avoiding Overfitting in Variable-Order Markov Models: a Cross-Validation Approach
Valeria Secchini, Javier Garcia-Bernardo, Petr Janský
Higherorder Markov chain models are widely used to represent agent transitions in dynamic systems, such as passengers in transport networks. They capture transitions in c…