{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11461696","patent":{"patent_number":"US-11461696","title":"Efficacy measures for unsupervised learning in a cyber security environment","assignee":null,"inventors":[],"filing_date":"2019-03-26T00:00:00.000Z","publication_date":"2022-10-04T00:00:00.000Z","cpc_codes":["G06Q","G06F","G06F","G06F","G06F","G06F","G06N","G06Q","G06Q","G06Q"],"num_claims":20,"abstract":"A method for performing searches of user information comprises: receiving an initial dataset including the user information; calculating distance metrics between pairs of data in the initial dataset; performing unsupervised learning on the initial dataset to obtain a plurality of total number of clusters, each total number of clusters covering the initial dataset; determining efficacy measures for each total number of clusters using a plurality of distance metric thresholds; determining a desired efficacy measure in the efficacy measures, the desired efficacy measure corresponding to a desired distance metric threshold in the plurality of distance metric thresholds; determining a desired total number of clusters in the plurality of total number of clusters, the desired total number of clusters corresponding to the desired distance metric threshold; and performing unsupervised learning on the initial dataset using the desired total number of clusters to obtain a number of data representations of the user information."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Efficacy measures for unsupervised learning in a cyber security environment","description":"A method for performing searches of user information comprises: receiving an initial dataset including the user information; calculating distance metrics between pairs of data in the initial dataset; ","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11461696","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-11461696","citation_suggestion":"Patentable. \"Efficacy measures for unsupervised learning in a cyber security environment\" (US-11461696). https://patentable.app/patents/US-11461696","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11461696","json":"https://patentable.app/api/llm-context/US-11461696","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T07:59:24.087Z"}