A case base of eXplainable Artificial Intelligence of the Things (XAIoT) systems

Standard CSV file.

Domains: Aviation, Energy Management, Environment, Healthcare, Industry, Security, Smart Agriculture, and Transportation

AI Model: Case Base Reasoning (CBR), Ensemble Model (EM), Fuzzy Model (FM), Neuro-Fuzzy Model (NFM), Neuronal Network (NN), Nearest Neighbours Model (NNN), Tree-Based Model (TB), Unsorted Model (UM)

AI Task: Anomaly detection, Assistance, Automated maneuvering, Autonomous processes and robotics, Business Management, Cyber attacks detection, Decision support, Facial recognition, Image processing,  Process quality improvement., Internet of Behaviour, Intrusion detection, Modelling, Predictive maintenance, Recommendation, and Risk prediction

AI Problem: classification or regression

XAI method Concurrentness: ante-hoc or post-hoc

XAI method Scope: local or global

XAI method Portability: model-specific or model-agnostic

XAI method: ANFIS, FDE, LIME, SHAP, t-SNE, Integrated Gradients, OC-Tree, Ada-WHIPS, ALMMo-0*, ApparentFlow-net, CGP, CTree, Grad-CAM, KSL, LORE, Ontological Perturbation, RBIA, RetainVis, RPART, xDNN, Concept Attribution, Encoder-Decoder, HihO, SIDU, CIT2FS, iNNvestigate, SALIENCY (XAI-CBIR), CART, Feature Importance, FFT, J48, Prescience, DIFFI, GSX, Saliency Map, Decision Tree, Deep-SHAP, ELI5, XAI360*, CAM, TRUST, QMC, RuleFit, PDP, Attention Maps, RISE, XRAI.

XAI technique: Activation Clusters, Architecture Modification, Composite, Data-drive, Feature Relevance, Filter, Knowledge Extraction, Optimisation Based, Probabilistic, Simplification, and Statistics