Future Directions. Work in progress is aimed at extending MVNE (i) to cope with dynamic update of graphs e.g., using asynchronous stochastic gradient descent (SGD) to update the latent space with the only newly added or deleted edges or nodes; and (ii) work with multi-modal networks that include richly structured digital objects (text, images, videos, etc).
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Sources: Multi View Network Embedding, Research Paper