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Search results with tag "Relational learning"
Translating Embeddings for Modeling Multi-relational Data
proceedings.neurips.ccrelational data, most existing methods for multi-relational data have been designed within the frame-work of relational learning from latent attributes, as pointed out by [6]; that is, by learning and operating on latent representations (or embeddings) of …
Representation Learning on Graphs: Methods and Applications
www-cs.stanford.edumethods for statistical relational learning [42], manifold learning algorithms [37], and geometric deep learning [7]—all of which involve representation learning with graph-structured data. We refer the reader to [32], [42], [37], and [7] for comprehensive overviews of these areas. 1.1 Notation and essential assumptions