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Matching hypothesis online dating

The researchers of this study described a recommender system they implemented and performed a quantitative comparison of two collaborative filtering (CF) and two global algorithms.Results showed that collaborative filtering recommenders significantly outperform global algorithms used by dating sites.

Unlike previous studies that relied solely on self-report data, this study establishes ground truth for 80 online daters’ height, weight and age, and compares ground truth data to the information provided in online dating profiles.

The benefits of the proposed methodology with respect to traditional matchmaking baseline systems are shown by an extensive evaluation carried out using data gathered from a real online dating service.

This analysis also provides deep insights into the aspects of matchmaking that are important for presenting highly relevant matches.

Dating agency members (second group) completed similar questionnaires examining partner preferences.

Again, here preferences were similar across the sexes, although men preferred a submissive and introverted woman and stressed the importance of physical appearance in a mate.


  1. Items. in online dating. Incorporating the Similarity and Complementarity Hypotheses, the interactive effects of physical attractiveness and adherence to gender role norms on. in online dating. Some online dating websites match their members according to similarities shared between the two individuals eHarmony.com.

  2. May 20, 2011. variance in the beliefs held about online dating, I became curious as to the foundations of these conflicting social. match-making relationships is not far from its current use by industry leaders like eHarmony. opposing hypothesis that explain which type of person high dating anxiety vs. low dating.

  3. Apr 8, 2016. Study after study supports the idea of “assortative mating” the hypothesis that people generally date and marry partners who are like them in terms of social class. Why is it that people who meet on blind dates match up with equally attractive people, while friends form mixed-attractiveness couples?

  4. Jul 11, 2011. in love with a dog. A scientific study out of the University of California, Berkeley, has determined that, in online dating at least, couples were attracted to each other based on a similar level of attractiveness and social desirability. This is called the “matching hypothesis,” or “how the world works, sometimes.

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