DeforestVis: Behaviour Analysis of Machine Learning Models with Surrogate Decision Stumps

A Chatzimparmpas, RM Martins… - Computer Graphics …, 2024 - Wiley Online Library
As the complexity of machine learning (ML) models increases and their application in
different (and critical) domains grows, there is a strong demand for more interpretable and …

Roses Have Thorns: Understanding the Downside of Oncological Care Delivery Through Visual Analytics and Sequential Rule Mining

C Floricel, A Wentzel, A Mohamed… - IEEE transactions on …, 2023 - ieeexplore.ieee.org
Personalized head and neck cancer therapeutics have greatly improved survival rates for
patients, but are often leading to understudied long-lasting symptoms which affect quality of …

Multi-Task Transformer Visualization to build Trust for Clinical Outcome Prediction

D Antweiler, F Gallusser, G Fuchs - 2023 Workshop on Visual …, 2023 - ieeexplore.ieee.org
Clinical decision support systems based on machine learning are a rising application in
healthcare. Early detection of deteriorating conditions provide the opportunity for medical …