There are (simpler) models you can use that allow you to explain how the system makes decisions. Namely, the naive Bayes classifier makes it extremely clear how

There are (simpler) models you can use that allow you to explain how the system makes decisions. Namely, the naive Bayes classifier makes it extremely clear how much each component of the input vector affected the classifier output.