{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11468361","patent":{"patent_number":"US-11468361","title":"Real-time convergence analysis of machine learning population output in rapid changing and adversarial environments","assignee":null,"inventors":[],"filing_date":"2019-05-24T00:00:00.000Z","publication_date":"2022-10-11T00:00:00.000Z","cpc_codes":["G06F","G06N","G06N","H04L","G06F","H04L","H04L"],"num_claims":20,"abstract":"An artificial intelligence system and method for real-time event trend analysis are provided for a population of machine learning models configured to monitor a real-time data stream. A controller is configured for analyzing the population of machine learning models and determining data trends in response to changes in the real-time data stream; receiving a collective output from the population of machine learning models, wherein the output comprises an analysis of the real-time data stream; extracting an event horizon data trend based on the collective output, the event horizon data trend comprising a determined upcoming data variation in the real-time data stream; and continuously reconfiguring the population of machine learning models based on the collective output and the event horizon data trend."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Real-time convergence analysis of machine learning population output in rapid changing and adversarial environments","description":"An artificial intelligence system and method for real-time event trend analysis are provided for a population of machine learning models configured to monitor a real-time data stream. A controller is ","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11468361","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-11468361","citation_suggestion":"Patentable. \"Real-time convergence analysis of machine learning population output in rapid changing and adversarial environments\" (US-11468361). https://patentable.app/patents/US-11468361","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11468361","json":"https://patentable.app/api/llm-context/US-11468361","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T01:53:57.495Z"}