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27-Sep-2017 19:46

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In this paper, we study collaborative filtering for people-to-people recommendation in online dating, comparing this approach to a baseline profile matching method.Initial data analysis highlights the problem of over-recommending popular users, a standard problem for collaborative filtering applied to product recommendation, but more acute in people-to-people recommendation.Body language is also very relevant to relationships outside of work, for example in dating and mating, and in families and parenting. In terms of observable body language, non-verbal (non-spoken) signals are being exchanged whether these signals are accompanied by spoken words or not.Body language goes both ways: The sending and receiving of body language signals happens on conscious and unconscious levels.Initial data analysis highlights the problem of over-recommending popular users, a standard problem for Collaborative Filtering applied to product recommendation, but more acute in people-to-people recommendation.

Our methods were first evaluated on historical data from a large online dating site and then trialled live over a 9 week period providing recommendations via e-mail to a large number of users.A common perception is that online dating systems “match” people on the basis of profiles containing demographic and psychographic information and/or user interests.



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