{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-10496948","patent":{"patent_number":"US-10496948","title":"Computer trend visualization using quadratic simplified closed form linear regression","assignee":null,"inventors":[],"filing_date":"2015-12-18T00:00:00.000Z","publication_date":"2019-12-03T00:00:00.000Z","cpc_codes":["G06Q","G06F","G06F","G06F","G06F","G06F","G06F","G06F","G06F","G06F"],"num_claims":20,"abstract":"A data processing method comprises receiving a request to analyze a relationship between an explanatory element and a response element and obtaining, in response to the request, data associated with the explanatory element and the response element. The method further comprises determining coefficients for an equation and storing the coefficients in digital computer memory by: computing, using a plurality of processes in parallel and for each of the coefficients, summations derived from a zero first derivative of the equation with respect to each of the coefficients, computing a value for each of the coefficients using the summations, determining, in response to the computing, a vector of response element values in the digital computer memory using the value of each of the coefficients and values representing the explanatory element as input, and causing displaying a trend graph of the relationship."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Computer trend visualization using quadratic simplified closed form linear regression","description":"A data processing method comprises receiving a request to analyze a relationship between an explanatory element and a response element and obtaining, in response to the request, data associated with t","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-10496948","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-10496948","citation_suggestion":"Patentable. \"Computer trend visualization using quadratic simplified closed form linear regression\" (US-10496948). https://patentable.app/patents/US-10496948","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-10496948","json":"https://patentable.app/api/llm-context/US-10496948","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T05:39:03.125Z"}