Statistical stability indices for LIME: obtaining reliable explanations for Machine Learning models

Understand

Nowadays we are witnessing a transformation of the business processes towards a more computation driven approach.

• The ever increasing usage of Machine Learning techniques is the clearest example of such trend.
• This sort of revolution is often providing advantages, such as an increase in prediction accuracy and a reduced time to obtain the results.
• However, these methods present a major drawback: it is very difficult to understand on what grounds the algorithm took the decision.