Essays about: "Hamid Dimyati"

Found 1 essay containing the words Hamid Dimyati.

  1. 1. Time-series Generative Adversarial Networks for Telecommunications Data Augmentation

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Hamid Dimyati; [2021]
    Keywords : Telecommunication; Time- series Forecasting; Data Augmentation; Generative Adversarial Networks; Telekommunikation; Prognoser för Tidsserier; Dataförstoring; Generative Adversarial Networks;

    Abstract : Time- series Generative Adversarial Networks (TimeGAN) is proposed to overcome the GAN model’s insufficiency in producing synthetic samples that inherit the predictive ability of the original timeseries data. TimeGAN combines the unsupervised adversarial loss in the GAN framework with a supervised loss adopted from an autoregressive model. READ MORE