16 citations · 32 across the 3 of their papers we have counts for
4 papers
ciDATGAN: Conditional Inputs for Tabular GANs
Gael Lederrey, Tim Hillel, Michel Bierlaire
Conditionality has become a core component for Generative Adversarial Networks (GANs) for generating synthetic images. GANs are usually using latent conditionality to control the g…
DATGAN: Integrating expert knowledge into deep learning for synthetic tabular data
Gael Lederrey, Tim Hillel, Michel Bierlaire
Synthetic data can be used in various applications, such as correcting bias datasets or replacing scarce original data for simulation purposes. Generative Adversarial Networks (GAN…
Estimation of discrete choice models with hybrid stochastic adaptive batch size algorithms
Gael Lederrey, Virginie Lurkin, Tim Hillel +1
The emergence of Big Data has enabled new research perspectives in the discrete choice community. While the techniques to estimate Machine Learning models on a massive amount of da…
When Sheep Shop: Measuring Herding Effects in Product Ratings with Natural Experiments
Gael Lederrey, Robert West
As online shopping becomes ever more prevalent, customers rely increasingly on product rating websites for making purchase decisions. The reliability of online ratings, however, is…