Mixture of Dynamical Variational Autoencoders for Multi-Source Trajectory Modeling and Separation
by Xiaoyu Lin, Laurent Girin and Xavier Alameda-Pineda Transactions on Machine Learning Research [paper][code] Abstract: In this paper, we propose a latent-variable generative model called mixture of dynamical variational autoencoders (MixDVAE) to model the dynamics of a system composed of multiple moving sources. A DVAE model is pre-trained on a single-source dataset to…