CACTUS: a comprehensive abstraction and classification tool for uncovering structures

L Gherardini, VR Varma, K Capała, R Woods… - ACM Transactions on …, 2024 - dl.acm.org
The availability of large datasets is providing the impetus for driving many current artificial
intelligent developments. However, specific challenges arise in developing solutions that …

[HTML][HTML] Stratifying risk of disease in haematuria patients using machine learning techniques to improve diagnostics

A Drożdż, B Duggan, MW Ruddock, CN Reid… - Frontiers in …, 2024 - ncbi.nlm.nih.gov
Background Detailed and invasive clinical investigations are required to identify the causes
of haematuria. Highly unbalanced patient population (predominantly male) and a wide …

The Significance of Data Abstraction Methods in Machine Learning Classification Processes for Critical Decision-Making

K Capała, P Tworek, J Sousa - arXiv preprint arXiv:2401.11044, 2024 - arxiv.org
The applicability of widely adopted machine learning (ML) methods to classification is
circumscribed by the imperatives of explicability and uncertainty, particularly evident in …