{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11972470","patent":{"patent_number":"US-11972470","title":"Systems and methods for identifying item substitutions","assignee":null,"inventors":[],"filing_date":"2023-03-29T00:00:00.000Z","publication_date":"2024-04-30T00:00:00.000Z","cpc_codes":["G06Q","G06F","G06F","G06F","G06N","G06N","G06N","G06Q","G06Q","G06Q","G06Q","G06Q","G06Q","G06N"],"num_claims":34,"abstract":"Systems and methods for identifying item substitutions. History information can be collected. The history information can be transformed into a matrix of observed substitutions. A neural network can be trained on the matrix of observed substitutions to generate item embeddings. A substitution similarity between the item and another item based on the item embeddings can be identified."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Systems and methods for identifying item substitutions","description":"Systems and methods for identifying item substitutions. History information can be collected. The history information can be transformed into a matrix of observed substitutions. A neural network can b","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11972470","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-11972470","citation_suggestion":"Patentable. \"Systems and methods for identifying item substitutions\" (US-11972470). https://patentable.app/patents/US-11972470","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11972470","json":"https://patentable.app/api/llm-context/US-11972470","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T10:39:04.856Z"}