The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Jul. 07, 2026
Filed:
Sep. 26, 2021
China Unionpay Co., Ltd., Shanghai, CN;
Wenqi Li, Shanghai, CN;
Gao Lin, Shanghai, CN;
Jinjie Liu, Shanghai, CN;
Zhenhu Le, Shanghai, CN;
Yang Zhao, Shanghai, CN;
China UnionPay Co., Ltd., Shanghai, CN;
Abstract
Disclosed are a method and an apparatus for real-time data monitoring based on machine learning, the method including: training a multi-layer predictor on actual values of historical indicator data, each layer of the multi-layer predictor including a plurality of predictors of different types; outputting predicted values of future indicator data by inputting a future time period for prediction into the trained multi-layer predictor; calculating alarm thresholds from the predicted values of the future indicator data and historical prediction errors; and triggering an alarm when an actual value of the future indicator data exceeds the corresponding alarm threshold. The accuracy of the alarm thresholds can be improved, and the alarm thresholds can be well adapted to the constantly changing indicator data. There is no need to manually configure a fixed alarm threshold, the accuracy of the alarm can be ensured, and the number of missed and false alarms can be reduced.
Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile