{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-9781459","patent":{"patent_number":"US-9781459","title":"Nonlinear manifold clustering to determine a recommendation of multimedia content","assignee":null,"inventors":[],"filing_date":"2016-04-21T00:00:00.000Z","publication_date":"2017-10-03T00:00:00.000Z","cpc_codes":["H04N","H04L","H04L","H04L","H04L","H04L","H04L","H04M","H04M","H04N","H04N","H04N","H04N","H04N","H04N","H04N","H04N","H04N","H04N","H04N","H04N","H04N","H04N","H04N"],"num_claims":16,"abstract":"A method and an apparatus can include a system processor control and a system controller. The system controller can retrieve data from at least one database, the data including information associated with at least one of subscribers, multimedia content, and customer premises equipment. The system processor can formulate an input dataset from the retrieved data, perform nonlinear manifold clustering on the input dataset to formulate clusters, and determine a recommendation of multimedia content, the recommendation of multimedia content being based on a metric distance between a subscriber and a multimedia content. The system controller can transmit, to a customer premises equipment of the subscriber, the recommendation of multimedia content."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Nonlinear manifold clustering to determine a recommendation of multimedia content","description":"A method and an apparatus can include a system processor control and a system controller. The system controller can retrieve data from at least one database, the data including information associated ","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-9781459","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-9781459","citation_suggestion":"Patentable. \"Nonlinear manifold clustering to determine a recommendation of multimedia content\" (US-9781459). https://patentable.app/patents/US-9781459","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-9781459","json":"https://patentable.app/api/llm-context/US-9781459","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-06-06T04:11:17.220Z"}