{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11967436","patent":{"patent_number":"US-11967436","title":"Methods and apparatus for making biological predictions using a trained multi-modal statistical model","assignee":null,"inventors":[],"filing_date":"2019-05-08T00:00:00.000Z","publication_date":"2024-04-23T00:00:00.000Z","cpc_codes":["G16H","G16H","G16H"],"num_claims":20,"abstract":"Methods and apparatus for predicting an association between input data in a first modality and data in a second modality using a statistical model trained to represent interactions between data having a plurality of modalities including the first modality and the second modality, the statistical model comprising a plurality of encoders and decoders, each of which is trained to process data for one of the plurality of modalities, and a joint-modality representation coupling the plurality of encoders and decoders. The method comprises selecting, based on the first modality and the second modality, an encoder/decoder pair or a pair of encoders, from among the plurality of encoders and decoders, and processing the input data with the joint-modality representation and the selected encoder/decoder pair or pair of encoders to predict the association between the input data and the data in the second modality."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Methods and apparatus for making biological predictions using a trained multi-modal statistical model","description":"Methods and apparatus for predicting an association between input data in a first modality and data in a second modality using a statistical model trained to represent interactions between data having","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11967436","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-11967436","citation_suggestion":"Patentable. \"Methods and apparatus for making biological predictions using a trained multi-modal statistical model\" (US-11967436). https://patentable.app/patents/US-11967436","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11967436","json":"https://patentable.app/api/llm-context/US-11967436","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T03:57:24.731Z"}