Predict visits of new shops

Hi there,

I have the following datasets:

a) users profile info - train dataset b) users profile info - test dataset c) users visits in shops (userid,shopid,visits) - train dataset d) users visits in shops (userid,shopid,visits) - test dataset e) a dataset of NEW SHOPS f) users visits in NEW Shops (userid,newshopid,visits) - train dataset

I want to predict the visits in the NEW Shops for the test users. Can I use machine learning techniques in MATLAB to apply this problem? If yes which algorithms ? Is there any other method instead of machine learning?