{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11494583","patent":{"patent_number":"US-11494583","title":"Method and device for reinforcement learning using novel centering operation based on probability distribution","assignee":null,"inventors":[],"filing_date":"2019-10-03T00:00:00.000Z","publication_date":"2022-11-08T00:00:00.000Z","cpc_codes":["G06N","G06F","G06F","G06F","G06F","G06N","G06N"],"num_claims":20,"abstract":"A method for reinforcement learning adopting a centering operation using a weight corresponding to a behavior probability is provided. The method includes steps of: a computing device instructing a reinforcement learning agent to (a) determine a k-th estimated parameter by referring to (i) a probability distribution for estimating the k-th behavior if k=1, and (ii) the probability distribution generated by selecting a (k−1)-th behavior if k>1; (b) select one of N behavior candidates as the k-th behavior by referring to (i) the k-th estimated parameter, and (ii) k-th contexts; (c) if k-th behavior probabilities are acquired, (i) generate k-th weighted expectation value of the k-th contexts, and (ii) generate k-th adjusted contexts by applying the centering operation to the k-th contexts; and (d) if a k-th reward is acquired, generate the probability distribution for estimating a (k+1)-th behavior using the k-th adjusted contexts, the k-th behavior probabilities, and the k-th reward."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Method and device for reinforcement learning using novel centering operation based on probability distribution","description":"A method for reinforcement learning adopting a centering operation using a weight corresponding to a behavior probability is provided. The method includes steps of: a computing device instructing a re","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11494583","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-11494583","citation_suggestion":"Patentable. \"Method and device for reinforcement learning using novel centering operation based on probability distribution\" (US-11494583). https://patentable.app/patents/US-11494583","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11494583","json":"https://patentable.app/api/llm-context/US-11494583","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T12:44:38.419Z"}