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RCGAN for Medical Time Series Generation by Khumbhu is a document available to read on EtoBox.
What is RCGAN for Medical Time Series Generation about?
1. The document proposes Recurrent GANs (RGANs) and Recurrent Conditional GANs (RCGANs) to generate realistic multi-dimensional time series data, with a focus on medical data. 2. RGANs and RCGANs use recurrent neural networks in the generator and discriminator. RCGANs condition both RNNs on auxiliary information. 3. The models are demonstrated on toy datasets and a medical dataset from an intensive care unit. Novel evaluation methods are introduced to assess the ability of the generated data to train super
- Author
- Khumbhu
- Language
- EN