162 citations · 211 across the 5 of their papers we have counts for
3 papers · 1 filter
Explainable Deep Learning: A Field Guide for the Uninitiated
Gabrielle Ras, Ning Xie, Marcel van Gerven +1
Deep neural networks (DNNs) have become a proven and indispensable machine learning tool. As a black-box model, it remains difficult to diagnose what aspects of the model's input d…
Reasoning over RDF Knowledge Bases using Deep Learning
Monireh Ebrahimi, Md Kamruzzaman Sarker, Federico Bianchi +3
Semantic Web knowledge representation standards, and in particular RDF and OWL, often come endowed with a formal semantics which is considered to be of fundamental importance for t…
Relating Input Concepts to Convolutional Neural Network Decisions
Ning Xie, Md Kamruzzaman Sarker, Derek Doran +2
Many current methods to interpret convolutional neural networks (CNNs) use visualization techniques and words to highlight concepts of the input seemingly relevant to a CNN's decis…