POskar / GenerativeMLForPrecisionMedicine

Master's thesis project on the topic of "Generative Machine Learning for Precision Medicine"
https://www.simula.no/education/masters-students/masters-projects/generative-machine-learning-precision-medicine/
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Build generative models #11

Open POskar opened 4 months ago

POskar commented 4 months ago

Build a generative model based on Variational Autoencoder.

POskar commented 2 months ago

Implemented GAIN model from Yoon, J., Jordon, J., & van der Schaar, M. (2018). GAIN: Missing Data Imputation using Generative Adversarial Nets (arXiv:1806.02920). arXiv. https://doi.org/10.48550/arXiv.1806.02920 Need to tweak with it since loss function is not looking optimal as of now.

Will finish implementing VAEAC ASAP (from Yoon, J., Jordon, J., & van der Schaar, M. (2018). GAIN: Missing Data Imputation using Generative Adversarial Nets (arXiv:1806.02920). arXiv. https://doi.org/10.48550/arXiv.1806.02920)