Enabling a recommendation system to provide user-to-user recommendations
First Claim
1. A computerized method for recommending to a first user a set of recommended users, said method exploiting a recommendation scheme wherein for each of a pluralty of users U and for each of a multitude of items I a profile P(U,I) comprises at least a rating value, and said recommendation scheme comprising for each of said users U also a user-valued item IU, each profile P(U,IU) corresponding to a user U and its corresponding user-valued item IU having a predefined rating value S, said method comprising the steps of:
- determining from said recommendation scheme a subset of said pluralty of users as neighboring users N of said first user based on similarity between said first user and said plurality of users in terms of said ratings;
determining from said recommendation scheme as recommended items at least one item based on the similarity with said neighboring users N and based on the rating of the items of said neighboring users N; and
recommending user-valued items included in said recommended items as said recommended users.
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Accused Products
Abstract
A computerized method and corresponding means for rating an item within a recommendation system. In a recommendation scheme, each of a multitude of users U and each of a multitude of items I is included in a profile P(U,I) that comprises ratings. Based on the similarity between a given user and the multitude of users in terms of the ratings, a subset of users is selected who have interest similar to those of the given user.
203 Citations
6 Claims
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1. A computerized method for recommending to a first user a set of recommended users, said method exploiting a recommendation scheme wherein for each of a pluralty of users U and for each of a multitude of items I a profile P(U,I) comprises at least a rating value, and said recommendation scheme comprising for each of said users U also a user-valued item IU, each profile P(U,IU) corresponding to a user U and its corresponding user-valued item IU having a predefined rating value S, said method comprising the steps of:
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determining from said recommendation scheme a subset of said pluralty of users as neighboring users N of said first user based on similarity between said first user and said plurality of users in terms of said ratings;
determining from said recommendation scheme as recommended items at least one item based on the similarity with said neighboring users N and based on the rating of the items of said neighboring users N; and
recommending user-valued items included in said recommended items as said recommended users. - View Dependent Claims (2, 3, 4, 5, 6)
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Specification