Readable research linked to original sources

Articles

Browse normalized, publication-ready research with direct links to its evidence and source.

2 articles

Newest first

Research Article 2023-10-06CC BYFree full text

Generating complex explanations from machine learning models using class-contrastive reasoning

ObjectiveOne of the major limitations of most black-box machine learning models is the lack of explainability. In healthcare, explainability is important. Furthermore, most healthcare professionals do not have technical knowledge of machine learning. Consequently, it is necessary to translate the predictions of the machine learning model into an explainable narrative. Our research focuses on the healthcare domain.…

medRxiv medRxiv

Open article record in new tab ↗

Research Article 2020-08-06CC BYFree full text

Explaining decisions of Graph Convolutional Neural Networks: patient-specific molecular subnetworks responsible for metastasis prediction in breast cancer

Hryhorii Chereda, Annalen Bleckmann, Kerstin Menck, Júlia Perera-Bel, Philip Stegmaier, Florian Auer +3 more

MotivationContemporary deep learning approaches show cutting-edge performance in a variety of complex prediction tasks. Nonetheless, the application of deep learning in healthcare remains limited since deep learning methods are often considered as non-interpretable black-box models. Layer-wise Relevance Propagation (LRP) is a technique to explain decisions of deep learning methods. It is widely used to interpret C…

bioRxiv