To overcome the new user cold start problem, we can use a demographic approach.

To overcome the new user cold start problem, we can use a Content-based approach.

To overcome the new item cold start problem, we can use a Collaborative Filtering approach.

To overcome the recent user cold start problem, the best approach is Collaborative Filtering.