36 citations · 65 across the 3 of their papers we have counts for
3 papers · 1 filter
Causal Inference from Small High-dimensional Datasets
Raquel Aoki, Martin Ester
Many methods have been proposed to estimate treatment effects with observational data. Often, the choice of the method considers the application's characteristics, such as type of…
Heterogeneous Multi-task Learning with Expert Diversity
Raquel Aoki, Frederick Tung, Gabriel L. Oliveira
Predicting multiple heterogeneous biological and medical targets is a challenge for traditional deep learning models. In contrast to single-task learning, in which a separate model…
Luck is Hard to Beat: The Difficulty of Sports Prediction
Raquel YS Aoki, Renato M Assuncao, Pedro OS Vaz de Melo
Predicting the outcome of sports events is a hard task. We quantify this difficulty with a coefficient that measures the distance between the observed final results of sports leagu…