{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-12008442","patent":{"patent_number":"US-12008442","title":"Analysing machine-learned classifier models","assignee":null,"inventors":[],"filing_date":"2019-04-04T00:00:00.000Z","publication_date":"2024-06-11T00:00:00.000Z","cpc_codes":["G06N","G06F","G06F","G06F","G06F"],"num_claims":15,"abstract":"Methods and systems for analyzing machine-learned classifiers are disclosed herein. The method can include inputting a data item for processing by a machine-learned classifier model and receiving a plurality of confidence scores for a plurality of respective classes, the plurality of confidence scores having been generated by the machine-learned classifier model based on the data item. The method can also include determining a distance in dependence on a highest confidence score that is generated for the data item, and causing display of a class distribution diagram, where the class distribution diagram can illustrate a graphical representation corresponding to the data item located at said distance between the graphical representation of a first class and the graphical representation of a second class."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Analysing machine-learned classifier models","description":"Methods and systems for analyzing machine-learned classifiers are disclosed herein. The method can include inputting a data item for processing by a machine-learned classifier model and receiving a pl","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-12008442","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-12008442","citation_suggestion":"Patentable. \"Analysing machine-learned classifier models\" (US-12008442). https://patentable.app/patents/US-12008442","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-12008442","json":"https://patentable.app/api/llm-context/US-12008442","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T03:24:10.983Z"}