Multilabel user classification based on multiple posts
My first idea would be to concatenate all the posts for each user and create a tf-idf vector which I would use for a classifier, but that way I would lose information from each individual tweet.


This is the way I would do it too, I think there is no way to preserve the individual information of tweets. But it's more valuable to have the summarised information of tweets for an individual person.