Skip to main content

Table 2 Different models and their accessibility to interpretation and performance

From: Explainable AI under contract and tort law: legal incentives and technical challenges

Models Post-hoc interpretability Performance
  Visualization Local By example  
Rule-based High High Medium Low
Tree-based High High Medium Medium
Linear High High High Medium
Distance-based Low Medium High Low
Probabilistic High High High Medium
Ensemble Low Medium Medium High
Deep neural network High Medium High High