System for recommending item bundles
First Claim
1. A method of recommending a wireless device bundle having a wireless device and associated items to a user of an electronic catalog, the method comprising:
- by a computing system that comprises one or more computing devices;
identifying a first wireless device from a plurality of items represented in an electronic catalog, the first wireless device associated with a first carrier;
identifying a substitute wireless device that has a substitutability association with the first wireless device, the substitute wireless device associated with a second carrier different from the first carrier, the substitutability association being based at least partly on a programmatic analysis of first behavioral data of one or more users of the electronic catalog with respect to the first wireless device and the substitute wireless device, the behavioral data comprising data regarding those of the items in the electronic catalog that were selected by a plurality of users;
identifying at least one complementary item having a complementary association with the substitute wireless device, the complementary association being based at least partly on a programmatic analysis of second behavioral data with respect to the substitute wireless device, the at least one complementary item comprising an accessory for the substitute wireless device; and
in response to a target user selecting a representation of the first wireless device for viewing, outputting a representation of a bundle of items configured to be selectable by the target user, the bundle of items identifying the substitute wireless device and the at least one complementary item, wherein said outputting comprises supplementing a product detail page for the first wireless device with a recommendation to purchase the bundle of items in combination, the bundle being selectable by the target user to cause the bundle to be added to an electronic shopping cart.
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Abstract
This disclosure describes systems and methods for recommending bundles of items to users. A bundle can include an item that is substitutable for an item selected by a user and one or more related items that complement the substitutable item. For example, if a user has selected a wireless device on a page of a network application, a bundle recommendation can be provided that includes a similar wireless device and related accessories, a compatible service plan, and the like. Recommending bundles of items can be beneficial for providing users with access to items that they might like to purchase together, without requiring users to separately find each item.
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Citations
18 Claims
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1. A method of recommending a wireless device bundle having a wireless device and associated items to a user of an electronic catalog, the method comprising:
by a computing system that comprises one or more computing devices; identifying a first wireless device from a plurality of items represented in an electronic catalog, the first wireless device associated with a first carrier; identifying a substitute wireless device that has a substitutability association with the first wireless device, the substitute wireless device associated with a second carrier different from the first carrier, the substitutability association being based at least partly on a programmatic analysis of first behavioral data of one or more users of the electronic catalog with respect to the first wireless device and the substitute wireless device, the behavioral data comprising data regarding those of the items in the electronic catalog that were selected by a plurality of users; identifying at least one complementary item having a complementary association with the substitute wireless device, the complementary association being based at least partly on a programmatic analysis of second behavioral data with respect to the substitute wireless device, the at least one complementary item comprising an accessory for the substitute wireless device; and in response to a target user selecting a representation of the first wireless device for viewing, outputting a representation of a bundle of items configured to be selectable by the target user, the bundle of items identifying the substitute wireless device and the at least one complementary item, wherein said outputting comprises supplementing a product detail page for the first wireless device with a recommendation to purchase the bundle of items in combination, the bundle being selectable by the target user to cause the bundle to be added to an electronic shopping cart. - View Dependent Claims (2, 3)
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4. A computer-implemented method of recommending bundles of items, the method comprising:
by a computing system that comprises one or more computing devices; identifying a substitutable item that has a substitution association with a first item selected from a plurality of items represented in an electronic catalog, the substitution association reflecting a first automated assessment of a degree to which the substitutable item is substitutable for the first item; identifying one or more complementary items that each have a complementary association with the substitutable item, each of the complementary associations reflecting a second automated assessment of a degree to which the substitutable item is complementary to one of the one or more complementary items; selecting a subset of the complementary items; and combining the subset of the complementary items with the substitutable item to form a bundle of items; and in response to a target user selecting one or more items from the electronic catalog, identifying the bundle of items as being related to the one or more selected items and outputting the bundle of items for recommendation to the user, wherein said outputting comprises supplementing an item detail page with a recommendation to purchase the bundle of items in combination, the bundle being selectable by the target user to cause the bundle to be added to an electronic shopping cart; wherein the one or more selected items comprise a first wireless device associated with a first carrier and wherein the bundle of items comprises a second wireless device associated with a second carrier different from the first carrier. - View Dependent Claims (5, 6, 7, 8, 9, 10, 11)
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12. A system for mining bundles of associated items in order to recommend the bundles to users, the system comprising:
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a substitution associations dataset comprising data representing substitution associations between a plurality of items represented in an electronic catalog, each of the substitution associations reflecting a degree to which selected ones of the items are substitutable for each other; a complementary associations dataset comprising data representing complementary associations between items, each of the complementary associations reflecting a degree to which selected ones of the items complement each other; and a bundle recommender comprising computer hardware, the bundle recommender operative to; identify a substitutable item from the substitution association dataset that has a substitution association with a first item, identify one or more complementary items from the complementary associations dataset that each have a complementary association with the substitutable item, combine a subset of the complementary items with the substitutable item to form a bundle of items, and in response to a target user selecting one or more items from the electronic catalog;
identify the bundle of items as being related to the one or more selected items and output the bundle of items for recommendation to the user, wherein the bundle recommender is configured to output the bundle of items by supplementing an item detail page with a recommendation to purchase the bundle of items in combination, the bundle being selectable by the target user to cause the bundle to be added to an electronic shopping cart;wherein the one or more selected items comprise a first wireless device associated with a first carrier and wherein the bundle of items comprises a second wireless device associated with a second carrier different from the first carrier. - View Dependent Claims (13, 14, 15, 16, 17, 18)
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Specification