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Different from traditional user-item recommendations where the goal is to match items (e.g., books, videos) with a user’s interests, a recommendation system for online dating aims to match people who are mutually interested in and likely to communicate with each other.We introduce similarity measures that capture the unique features and characteristics of the online dating network, for example, the interest similarity between two users if they send messages to same users, and attractiveness similarity if they receive messages from same users.'How do you' is clearly the exact 16th century equivalent of our present day 'how are you? It was specifically asking after someone's health and a reply in kind would have been expected.There are numerous records of variants of 'how do you', dating from the 16th century to the 18th century.The U contingent had napkins, lavatories and greeted people with 'how do you do'; the non-U had serviettes, toilets and greeted with 'hello'. Even now, gardeners sometimes refer to a plant that grows well as 'a good doer'.The association with 'do' as specifically relating to one's health is first found in print in The Paston Letters are, incidentally, an invaluable source when tracing the origin of English phrases and include the first reference to several commonplace idioms; for example, make no bones about, fool's paradise and hugger-mugger.

They also show that, despite the existence of rich explicit profiles, the use of implicit profiles provides more effective recommendations.

It was some time later, not until the 18th century in fact, that 'how do you do' began to be widely used as a general greeting. ' by the 18th century, then 'how do you', by the time that it became a greeting, already had an antiquated sound and was updated to 'how do you do'.

Samuel Richardson's novel The addition of the second 'do' to 'how do you' was probably the consequence of the change in accepted form of expression, rather than any alteration in meaning. In a parallel with 'hello, hello, hello, what's going on here then?

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We first identify the characteristics of reciprocal recommenders and compare them with traditional recommenders, which are widely used in e-commerce websites.

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