Most of them can. I have a doubt for Google Prediction, need to check... Also with BigML you get a decision tree model which allows to "explain" predictions wit

Most of them can. I have a doubt for Google Prediction, need to check... Also with BigML you get a decision tree model which allows to "explain" predictions with a list of decisions based on the values of the fields (see #3 on https://bigml.com/features https://bigml.com/features).