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We also find that both males and females are more likely to reply to users whose attributes come closest to the stated preferences of the receivers, and there is significant discrepancy between a user's stated dating preference and his/her actual online dating behavior.

These results can provide valuable guidelines to the design of a recommendation engine for potential dates.

Our results show that it is important to differentiate between users' true preferences and random selection.

Zoosk is one of the top online dating sites, and it has a very logical approach to online dating.

It uses a matchmaking engine that uses your behavior on the site to help narrow down your dating pool. Zoosk is known around the world and has about 33 million profiles from singles in 80 different countries.

Many of our results on user messaging behavior align with notions in social and evolutionary psychology: males tend to look for younger females while females put more emphasis on the socioeconomic status (e.g., income, education level) of a potential date.

In addition, we observe that the geographic distance between two users and the photo count of users play an important role in their dating behaviors.

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