{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-12009107","patent":{"patent_number":"US-12009107","title":"Seasonally adjusted predictive data analysis","assignee":null,"inventors":[],"filing_date":"2020-09-09T00:00:00.000Z","publication_date":"2024-06-11T00:00:00.000Z","cpc_codes":["G16H","G06N","G06N","G16H"],"num_claims":20,"abstract":"There is a need for more effective and efficient seasonally-adjusted predictive data analysis solutions. This need can be addressed by, for example, solutions for performing seasonally-adjusted predictive data analysis that use autoregressive integrated moving average (ARIMA) machine learning models. In one example, a method includes: identifying a seasonally-adjusted training input timeseries data object and a seasonally-adjusted testing timeseries data object; generating a trained ARIMA machine learning model using the seasonally-adjusted training input timeseries data object; determining a validation determination for the trained ARIMA machine learning model based on the seasonally-adjusted testing timeseries data object; determining whether the validation determination describes a positive validation; and in response to determining that the validation determination describes the positive validation, enabling performance of a predictive inference using the trained ARIMA machine learning model in order to generate one or more prospective time-lagged predictions and to perform prediction-based actions based on the prospective time-lagged predictions."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Seasonally adjusted predictive data analysis","description":"There is a need for more effective and efficient seasonally-adjusted predictive data analysis solutions. This need can be addressed by, for example, solutions for performing seasonally-adjusted predic","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-12009107","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-12009107","citation_suggestion":"Patentable. \"Seasonally adjusted predictive data analysis\" (US-12009107). https://patentable.app/patents/US-12009107","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-12009107","json":"https://patentable.app/api/llm-context/US-12009107","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T06:52:20.365Z"}