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公开(公告)号:US20240185043A1
公开(公告)日:2024-06-06
申请号:US18389010
申请日:2023-11-13
Applicant: Google LLC
Inventor: Jinsung Yoon , Michel Jonathan Mizrahi , Nahid Farhady Ghalaty , Thomas Dunn Henry Jarvinen , Ashwin Sura Ravi , Peter Robert Brune , Fanyu Kong , David Roger Anderson , George Lee , Farhana Bandukwala , Eliezer Yosef Kanal , Sercan Omer Arik , Tomas Pfister
IPC: G06N3/0475 , G06N3/0455
CPC classification number: G06N3/0475 , G06N3/0455
Abstract: The present disclosure provides a generative modeling framework for generating highly realistic and privacy preserving synthetic records for heterogenous time-series data, such as electronic health record data, financial data, etc. The generative modeling framework is based on a two-stage model that includes sequential encoder-decoder networks and generative adversarial networks (GANs).