Generative Approach for Multivariate Signals

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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