3 papers
Explainable Neuro-Fuzzy Prediction for Trustworthy Decision-Making in Maritime
Dionisis Kalogeropoulos, Georgia Sovatzidi, Dimitris K. Iakovidis
Predicting when maritime systems require maintenance can be critical, avoiding hazards and costly consequences. To address this problem, this paper proposes an explainable decision…
Explainable Predictive Condition-based Maintenance of Naval-Propulsion Systems using Fuzzy Logic
Dionisis Kalogeropoulos, Georgia Sovatzidi, Panagiotis G. Kalozoumis +1
The shipping industry has a significant impact on the global economy, emphasizing the need for operational availability and safety through the use of effective maintenance techniqu…
Intuitionistic Fuzzy Cognitive Maps for Interpretable Image Classification
Georgia Sovatzidi, Michael D. Vasilakakis, Dimitris K. Iakovidis
Several deep learning (DL) approaches have been proposed to deal with image classification tasks. However, despite their effectiveness, they lack interpretability, as they are unab…