Generative Approach for Multivariate Signals
From ISLAB/CAISR
Title | Generative Approach for Multivariate Signals |
---|---|
Summary | The topic focuses on generative models (VAE) for CAN-bus data and investigating the representation learning capabilities of such techniques |
Keywords | VAE, Time-series data, Streaming data, MAR |
TimeFrame | 2021 Fall - 2022 Summer |
References | https://papers.nips.cc/paper/8789-time-series-generative-adversarial-networks.pdf
https://openreview.net/pdf?id=Sy2fzU9gl https://www.sciencedirect.com/science/article/pii/S092658051930367X |
Prerequisites | Excellent Programming Skills
Excellent knowledge in Machine Learning and Neural Networks |
Author | |
Supervisor | Kunru Chen, Abdallah Alabdallah, Thorsteinn Rögnvaldsson |
Level | Master |
Status | Open |