AI-BASED HYPERPARAMETER TUNING IN SIMULATION-BASED OPTIMIZATION

    公开(公告)号:US20230101023A1

    公开(公告)日:2023-03-30

    申请号:US17932862

    申请日:2022-09-16

    申请人: C3.ai, Inc.

    IPC分类号: G06Q10/08 G06F30/27 G06Q30/02

    摘要: A method includes identifying, using at least one processor, uncertainty distributions for multiple variables. The method also includes identifying, using the at least one processor, one or more hyperparameters. The method further includes performing, using the at least one processor, multiple simulations to simulate effects of future requests using the one or more hyperparameters and at least one of the uncertainty distributions. The simulations involve sampling of the at least one uncertainty distribution to simulate at least one uncertainty associated with at least one of the variables on the future requests. In addition, the method includes selecting, using the at least one processor, one or more of the simulated future requests.