{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11488028","patent":{"patent_number":"US-11488028","title":"Collaborative personalization via simultaneous embedding of users and their preferences","assignee":null,"inventors":[],"filing_date":"2017-03-31T00:00:00.000Z","publication_date":"2022-11-01T00:00:00.000Z","cpc_codes":["G06N","G06F","G06F","G06F","G06N","G06N","G06Q"],"num_claims":20,"abstract":"A method is provided, including: processing interactions by a plurality of users with a plurality of content items, the content items being provided over a network in response to user requests received over the network, wherein each content item is associated with one or more entities; for each user, determining a user entity set that includes entities associated with content items with which the user interacted; embedding the users and the entities in a vector space, wherein the embedding is configured to place a given user, and the entities of the given user's user entity set, in proximity to each other in the vector space; for each user, performing a proximity search in the vector space to identify a set of nearest entities to the user in the vector space; for each user, generating a user profile using the identified set of nearest entities to the user."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Collaborative personalization via simultaneous embedding of users and their preferences","description":"A method is provided, including: processing interactions by a plurality of users with a plurality of content items, the content items being provided over a network in response to user requests receive","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11488028","license":"CC-BY-4.0-like","license_terms":"AI-generated analysis on this page (summary, layman_explanation, technical_analysis, business_analysis, faqs) may be reused with attribution and a visible link back to the canonical URL above. Patent abstracts, claims, and bibliographic data are USPTO public domain.","required_link":"https://patentable.app/patents/US-11488028","citation_suggestion":"Patentable. \"Collaborative personalization via simultaneous embedding of users and their preferences\" (US-11488028). https://patentable.app/patents/US-11488028","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11488028","json":"https://patentable.app/api/llm-context/US-11488028","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T13:44:39.952Z"}