If you would like to disable the Recommender System, click on the gear icon at the top right corner of the page, and then uncheck Show Recommended Cams.
Once you disable the recommender, it clears anything it knows about your preferences. When you re-enable recommender, it will start fresh in analyzing your preferences from that point on.