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Network Embedding

Network Embedding, also known as "Network Representation Learning", is a collective term for techniques for mapping graph nodes to vectors of real numbers in a multidimensional space. To be useful, a good embedding should preserve the structure of the graph. The vectors can then be used as input to various network and graph analysis tasks, such as link prediction

Source: Tutorial on NLP-Inspired Network Embedding

Papers

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Showing 301–325 of 403 papers

TitleStatusHype
Multimodal Deep Network Embedding with Integrated Structure and Attribute Information—0
Subgraph Networks with Application to Structural Feature Space Expansion—0
Efficient Inner Product Approximation in Hybrid Spaces—0
Splitter: Learning Node Representations that Capture Multiple Social ContextsCode0
Multi-Hot Compact Network Embedding—0
EvalNE: A Framework for Evaluating Network Embeddings on Link Prediction—0
GraphVite: A High-Performance CPU-GPU Hybrid System for Node EmbeddingCode0
Representation Learning for Recommender Systems with Application to the Scientific Literature—0
Global Vectors for Node RepresentationsCode0
Deep Adversarial Network Alignment—0
Unsupervised Network Embedding for Graph Visualization, Clustering and ClassificationCode0
Deep Node Ranking for Neuro-symbolic Structural Node Embedding and ClassificationCode0
Heterogeneous Edge Embeddings for Friend Recommendation—0
HAHE: Hierarchical Attentive Heterogeneous Information Network EmbeddingCode0
Learning Vertex Representations for Bipartite NetworksCode0
Attributed Network Embedding via Subspace DiscoveryCode0
Search Efficient Binary Network EmbeddingCode0
Deep Network Embedding for Graph Representation Learning in Signed NetworksCode0
COSINE: Compressive Network Embedding on Large-scale Information Networks—0
Learning Features of Network Structures Using Graphlets—0
LNEMLC: Label Network Embeddings for Multi-Label ClassificationCode0
dynnode2vec: Scalable Dynamic Network Embedding—0
Enhanced Network Embedding with Text InformationCode0
Attributed Network Embedding for Incomplete Attributed NetworksCode0
Flexible Attributed Network EmbeddingCode0
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