System and method for recommending items
First Claim
1. A method of selectively recommending, for a user selected from a group of users, items sampled by one or more users in the group but not sampled by the selected user, the recommendations being based on other items previously sampled by that user and on the availability of the items from a source, the method comprising:
- defining, for each item sampled by the selected user, a scalar rating representing the reaction of the selected user to that item;
successively pairing the selected user with other users in the group for whom have been defined scalar ratings for at least some of the items sampled by the selected user to determine the difference in ratings for items sampled by both members of that pair, and generating for each pair an agreement scalar representing the overall rating agreement between the members of each successive pair;
designating a plurality of the other users as recommending users and converting, for each of the recommending users, the agreement scalar into a weighting value;
applying the weighting values to items not yet sampled by the selected user to proportionally alter the difference between a rating previously established for each item not yet sampled by the selected user and the ratings of that item by the recommending users to adjust the recommendations for the selected user to more closely anticipate the actual reaction of the user to that item; and
selecting at least one item to be presented to the selected user based on a predetermined criterion and on the availability of the item from the source.
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Abstract
A system and method of selectively recommending, for a user selected from a group of users, items such as movies sampled by one or more of the users in the group but not sampled by the selected user. The recommendations are based on other items previously sampled by the user and preferably on the availability of the items from a source, for example the availability of movies from a video store. A scalar rating is defined for each item sampled by the selected user to represent the reaction of the selected user to that item. The selected user is successively paired with the users in a group for whom have been defined scalar ratings for at least some of the items sampled by the selected user to determine the difference in ratings for items sampled by both members of that pair. An agreement scalar is generated for each pair representing the overall rating agreement between the members of each successive pair. A plurality of the other users are designated as recommending users and the agreement scalar is converted into a weighting value for each of the recommending users. The weighting values are applied to items not yet sampled by the selected user to adjust the recommendation for the selected user to more closely anticipate the actual reaction of the user to that item. Preferably, at least one item is selected to be presented to the selected user based on a predetermined criterion and on the availability of the item from the source.
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Citations
28 Claims
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1. A method of selectively recommending, for a user selected from a group of users, items sampled by one or more users in the group but not sampled by the selected user, the recommendations being based on other items previously sampled by that user and on the availability of the items from a source, the method comprising:
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defining, for each item sampled by the selected user, a scalar rating representing the reaction of the selected user to that item; successively pairing the selected user with other users in the group for whom have been defined scalar ratings for at least some of the items sampled by the selected user to determine the difference in ratings for items sampled by both members of that pair, and generating for each pair an agreement scalar representing the overall rating agreement between the members of each successive pair; designating a plurality of the other users as recommending users and converting, for each of the recommending users, the agreement scalar into a weighting value; applying the weighting values to items not yet sampled by the selected user to proportionally alter the difference between a rating previously established for each item not yet sampled by the selected user and the ratings of that item by the recommending users to adjust the recommendations for the selected user to more closely anticipate the actual reaction of the user to that item; and selecting at least one item to be presented to the selected user based on a predetermined criterion and on the availability of the item from the source. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15)
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16. A method of selectively recommending, for each user successively selected from a group of users, items sampled by one or more users in the group but not sampled by the selected user, the recommendations being based on other items previously sampled by that user and on the availability of the items from a source, the recommendations being represented by a scalar rating for each item, the method comprising:
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defining, for each item sampled by the selected user, a scalar rating representing the reaction of the selected user to that item; successively pairing the selected user with other users in the group for whom have been designated scalar ratings for at least some of the items sampled by the selected user to determine the difference in rating for items sampled by both members of each successive pair; generating for each pair an agreement scalar representing the overall rating agreement between the members of that pair; designating at least one of the other users as recommending users; converting, for each of the recommending users, the associated agreement scalar into a recommendation fraction; identifying items unsampled by the selected user; applying the recommendation fractions to proportionally decrease the difference between a rating previously established for each identified item for the selected user and the actual ratings of that item by the recommending users to adjust the recommendations for the selected user; selecting at least one item to be presented to the selected user based on a predetermined criterion and on the availability of the item from the source; successively selecting the remainder of the users in the group to adjust the recommendations for each user in the group; and presenting, for each user, a plurality of items selected for that user. - View Dependent Claims (17, 18, 19, 20, 21, 22, 23, 24)
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25. A system for selectively recommending, for a user selected from a group of users, items sampled by one or more users in the group but not sampled by the selected user, the recommendations being based on other items previously sampled by that user and on the availability of the items from a source, the system comprising:
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means for defining, for each item sampled by the selected user, a scalar rating representing the reaction of the selected user to that item, said means for defining including input means for entering information representing the reaction of the selected user to items sampled by that user; means for successively pairing the selected user with other users in the group for whom have been defined scalar ratings for at least some of the items sampled by the selected user to determine the difference in ratings for items sampled by both members of each successive pair; means for designating a plurality of the other users as recommending users and assigning a weighting value to each of the recommending users based on the overall difference in ratings between that predicting user and the selected user; means for applying the weighting values to items not yet sampled by the selected user to proportionally alter the difference between a rating previously established for each item not yet sampled by the selected user and the ratings of that item by the recommending users to adjust the recommendations for the selected user to more closely anticipate the actual reaction of the user to that item; and means for selecting at least One item to be presented to the selected user based on a predetermined criterion and on the availability of the item from the source.
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26. A computing device for selectively recommending, for a user selected from a group of users, items sampled by one or more users in the group but not sampled by the selected user, the recommendations being based on other items previously sampled by that user and on the availability of the items from a source, the system comprising:
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means for defining, for each item sampled by the selected user, a scalar rating representing the reaction of the selected user to that item, said means for defining including input means for entering information representing the reaction of the selected user to items sampled by that user; means for successively pairing the selected user with other users in the group for whom have been defined scalar ratings for at least some of the items sampled by the selected user to determine the difference in rating for items sampled by both members of each successive pair, said means for pairing including means for generating for each pair an agreement scalar representing the overall rating difference between the members of that pair; means for designating a plurality of the other users as recommending users and for converting, for each of the recommending users, the agreement scalar into a weighting fraction; means for establishing an initial scalar rating for each identified item for the selected user; means for identifying items not yet sampled by the selected user and applying the weighting values to items not yet sampled by the selected user to proportionally alter the difference between one of the initial scalar rating for each identified item and a rating previously predicted for each identified item and the ratings of that item by the predicting users to adjust the recommendations for the selected user to more closely anticipate the actual reaction of the user to that item; and means for selecting at least one item to be presented to the selected user based on a predetermined criterion and on the availability of the item from the source.
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27. A method of selectively recommending, for a viewer selected from a group of viewers, movies sampled by one or more viewers in the group but not sampled by the selected viewer, the recommendations being based on other movies previously sampled by that viewer, the method comprising:
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defining, for each movie sampled by the selected viewer, a scalar rating representing the reaction of the selected viewer to that movie; successively pairing the selected viewer with other viewers in the group for whom have been defined scalar ratings for at least some of the movies sampled by the selected viewer to determine the difference in ratings for movies sampled by both members of that pair, and generating for each pair an agreement scalar representing the overall rating agreement between the members of each successive pair; designating a plurality of the other viewers as recommending viewers and converting, for each of the recommending viewers, the agreement scalar into a weighting value; and applying the weighting values to movies not yet unsampled by the selected viewer to proportionally alter the difference between a rating previously established for each movie not yet sampled by the selected viewer and the ratings of that movie by the recommending viewers to adjust the recommendations for the selected viewer to more closely anticipate the actual reaction of the viewer to that movie.
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28. A computing device for selectively recommending, for a viewer selected from a group of viewers, movies sampled by one or more viewers in the group but not sampled by the selected viewer, the recommendations being based on other movies previously sampled by that viewer and on the availability of the items from a source, the system comprising:
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means for defining, for each movie sampled by the selected viewer, a scalar rating representing the reaction of the selected viewer to that movie, said means for defining including input means for entering information representing the reaction of the selected viewer to movies sampled by that viewer; means for successively pairing the selected viewer with other viewers in the group for whom have been defined scalar ratings for at least some of the movies sampled by the selected viewer to determine the difference in rating for movies sampled by both members of each successive pair, said means for pairing including means for generating for each pair an agreement scalar representing the overall rating difference between the members of that pair; means for designating a plurality of the other viewers as recommending viewers and for converting, for each of the recommending viewers, the agreement scalar into a weighting fraction; means for establishing an initial scalar rating for each identified movie for the selected viewer; and means for identifying movies not yet sampled by the selected viewer and for applying the weighting values to movies not yet sampled by the selected viewer to proportionally alter the difference between one of the initial scalar rating for each identified movie and a rating previously predicted for each identified movie and the ratings of that movie by the predicting viewers to adjust the recommendations for the selected viewer to more closely anticipate the actual reaction of the viewer to that movie.
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Specification