Click on the title of your preference (on the right), to display the selected talk. Alternatively, you can click on the buttons below the top 5 recommendations to select similarity type (text-based, audio-based) or to display a random talk.
Description of the recommendation methods can be found here:
http://www.inevent-project.eu/demos/automatic-recommendation-of-lectures