4 citations · 6 across the 4 of their papers we have counts for
4 papers
On Cross-Validation for Hyperparameter Optimization of Deep Learning Image Classifiers
Ljubomir Buturovic
Hyperparameter optimization (HPO) can materially affect the performance of deep learning (DL) image classifiers, but there is little empirical guidance on how to derive the validat…
Development of Machine Learning Classifiers for Blood-based Diagnosis and Prognosis of Suspected Acute Infections and Sepsis
Ljubomir Buturovic, Michael Mayhew, Roland Luethy +13
We applied machine learning to the unmet medical need of rapid and accurate diagnosis and prognosis of acute infections and sepsis in emergency departments. Our solution consists o…
Optimization of Genomic Classifiers for Clinical Deployment: Evaluation of Bayesian Optimization to Select Predictive Models of Acute Infection and In-Hospital Mortality
Michael B. Mayhew, Elizabeth Tran, Kirindi Choi +4
Acute infection, if not rapidly and accurately detected, can lead to sepsis, organ failure and even death. Current detection of acute infection as well as assessment of a patient's…
Binary classification models with "Uncertain" predictions
Damjan Krstajic, Ljubomir Buturovic, Simon Thomas +1
Binary classification models which can assign probabilities to categories such as "the tissue is 75% likely to be tumorous" or "the chemical is 25% likely to be toxic" are well und…