4 citations · 7 across the 10 of their papers we have counts for
3 papers · 1 filter
Interactive slice visualization for exploring machine learning models
Catherine B. Hurley, Mark O'Connell, Katarina Domijan
Machine learning models fit complex algorithms to arbitrarily large datasets. These algorithms are well-known to be high on performance and low on interpretability. We use interact…
Generalizing Gain Penalization for Feature Selection in Tree-based Models
Bruna Wundervald, Andrew Parnell, Katarina Domijan
We develop a new approach for feature selection via gain penalization in tree-based models. First, we show that previous methods do not perform sufficient regularization and often…
Comparison of Machine Learning Models in Food Authentication Studies
Manokamna Singh, Katarina Domijan
The underlying objective of food authentication studies is to determine whether unknown food samples have been correctly labelled. In this paper we study three near infrared (NIR)…