{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11948207","patent":{"patent_number":"US-11948207","title":"Machine learning based approach for recommending different categories of tax deductible expenses and related examples of tax deductible expenses for each category","assignee":null,"inventors":[],"filing_date":"2023-07-31T00:00:00.000Z","publication_date":"2024-04-02T00:00:00.000Z","cpc_codes":["G06Q","G06Q"],"num_claims":14,"abstract":"A method for automatically recommending to a user of a software application one or more categories of a plurality of different categories of tax deductible expenses includes providing input data to a trained machine learning model and receiving output from the trained machine learning model based on the input data. The output includes a recommendation for the user that includes (i) one or more categories of the plurality of different categories of tax deductible expenses; and (ii) a plurality of examples of tax deductible expenses for each of the one or more categories. The method includes receiving feedback from the user on the recommendation and generating updated training data for the trained machine learning model based on the feedback."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Machine learning based approach for recommending different categories of tax deductible expenses and related examples of tax deductible expenses for each category","description":"A method for automatically recommending to a user of a software application one or more categories of a plurality of different categories of tax deductible expenses includes providing input data to a ","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11948207","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-11948207","citation_suggestion":"Patentable. \"Machine learning based approach for recommending different categories of tax deductible expenses and related examples of tax deductible expenses for each category\" (US-11948207). https://patentable.app/patents/US-11948207","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11948207","json":"https://patentable.app/api/llm-context/US-11948207","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T18:37:11.264Z"}