{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11468371","patent":{"patent_number":"US-11468371","title":"Prediction explainer for ensemble learning","assignee":null,"inventors":[],"filing_date":"2018-09-22T00:00:00.000Z","publication_date":"2022-10-11T00:00:00.000Z","cpc_codes":["G06N","G06F","G06F","G06F","G06F","G06N","G06N"],"num_claims":20,"abstract":"A method of explaining the reasons for a prediction made by a machine learning ensemble prediction process as to the probability of an outcome for a target observation following training on a plurality of training observations determines the similarity between the target observation and each training observation of a set of said training observations; selects a fraction of the training observations that are most similar to said target observation; ranks the training observations by similarity of each training observation to the target observation; and determines the significance of the features of the ranked training observations to the prediction based upon the increase in variance in a local prediction model when a feature is removed from the local model."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Prediction explainer for ensemble learning","description":"A method of explaining the reasons for a prediction made by a machine learning ensemble prediction process as to the probability of an outcome for a target observation following training on a pluralit","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11468371","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-11468371","citation_suggestion":"Patentable. \"Prediction explainer for ensemble learning\" (US-11468371). https://patentable.app/patents/US-11468371","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11468371","json":"https://patentable.app/api/llm-context/US-11468371","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T09:41:57.721Z"}