Although repetitions cover a large percentage of the data, it is believed that inconsistencies in the user interaction (the right listing is displayed but not confirmed by the user) prevented further improvement.
personalization is carried out from three different angles: short-term, long-term and Web-based, and a large variety of features are proposed for use in a log-linear classification framework.