{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11531933","patent":{"patent_number":"US-11531933","title":"Explainability of an unsupervised learning algorithm outcome","assignee":null,"inventors":[],"filing_date":"2020-03-23T00:00:00.000Z","publication_date":"2022-12-20T00:00:00.000Z","cpc_codes":["G06N","G06F","G06F","G06F","G06F","G06N","G06N","G06F","G06F","G06F"],"num_claims":20,"abstract":"There is disclosed in one example a malware analysis server, including: a hardware platform including a processor and a memory; a machine learning model; a store of known objects previously classified by the machine learning model; and instructions encoded within the memory to instruct the processor to: receive a test sample; apply the machine learning model to the test sample to provide the test sample with classified features; compute pairwise distances between the test sample and a set of known objects from the store of known objects; select a group of near neighbor samples from the set of known objects; select a group of far neighbor samples from the set of known objects; and generate an explanation for the test sample according to the near neighbor samples and far neighbor samples."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Explainability of an unsupervised learning algorithm outcome","description":"There is disclosed in one example a malware analysis server, including: a hardware platform including a processor and a memory; a machine learning model; a store of known objects previously classified","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11531933","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-11531933","citation_suggestion":"Patentable. \"Explainability of an unsupervised learning algorithm outcome\" (US-11531933). https://patentable.app/patents/US-11531933","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11531933","json":"https://patentable.app/api/llm-context/US-11531933","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T00:38:23.148Z"}