首页|Patent Issued for Method,system,and computer program product for operating dyn amic shadow testing environments (USPTO 11928048)
Patent Issued for Method,system,and computer program product for operating dyn amic shadow testing environments (USPTO 11928048)
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By a News Reporter-Staff News Editor at Robotics & Machine Learning Daily News Daily News-A patent by the inventors Cheng,Yinhe (Austin,TX,US),Gu,Yu (Austin,TX,US),Lu,Ranglin (Austin,TX,US),filed on March 14,2023,was published online on March 12,2024,according to news rep orting originating from Alexandria,Virginia,by NewsRx correspondents. Patent number 11928048 is assigned to Visa International Service Association (Sa n Francisco,California,United States). The following quote was obtained by the news editors from the background informa tion supplied by the inventors: "1. Technical Field "Disclosed embodiments or aspects relate generally to networked computer service analysis,and,in one particular embodiment or aspect,to a method,system,and computer program product for operating dynamic shadow testing environments repl icating live data for services using machine-learning models. "2. Technical Considerations "Testing a computer service prior to live deployment on production data can be a difficult process. Duplicating a historic set of data may not properly replicat e the flow and timing that certain computer services may require from a stream o f live data. Conversely,testing computer services on live data may create unnec essary risk from accidental data overwriting or triggered service actions. Creat ing a test environment that mimics the flow of live data can be a very labor-int ensive,manual process of setup,resource allocation,and generation. Even after a test environment is established,iterative testing of a service remains ad ho c,leading to inefficient redeployment after a service or underlying model is mo dified. In short,operating test environments for services that are to be deploy ed on live data is a slow,inefficient,and inelastic process relative to comput er processing requirements,data integrity,and testing accuracy. The deficienci es of live data service testing is particularly apparent for electronic payment processing networks that require extensive and thorough testing of transaction s ervices prior to deployment.
BusinessCyborgsEmerging TechnologiesMachine LearningVisa International Service Association
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