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The preference of people for mate selection has been extensively studied [18,19,20,21], such as the preference on education level , age  and race [24, 25].
The matching pattern or the choice for potential mates, shows a homophily phenomenon [26, 27], that is, people prefer to choose mates who are similar to themselves. First, similar people are more likely to have the same hobbies and reach the same places, thus it is easier to see each other .
The research also suggests new avenues for data-driven research on stable matching and strategic behavior combined with game theory.
As a special type of social networking sites [1,2,3], online dating sites have emerged as popular platforms for single people to seek potential romance.
Some other scholars also studied the mate preference from the economic perspective [37, 38]. found that male selectivity is invariant to size of female group, while female selectivity is strongly increasing in size of male group .
From the perspective of evolutionary and social psychology , the difference in parental investment strategies determines the different mate selection strategies for both sexes .
Second, there exists homophily for the relationship from the introduction of friends and relatives .
Finally, the similarity between partners can also be explained by individual preferences or cost/benefit calculation.
For general social networks, gender differences lead to obvious differences in behaviors and preferences between men and women.
Research on an online-game society showed that females perform better economically and are less risk-taking than males, and they are also significantly different from males in managing their social networks .
Further, we use the ensemble learning classification methods to rank the importance of factors predicting messaging behaviors, and find that the centrality indices of users are the most important factors.