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NetworkEmbedding

This repo is intended as a reference page for network embedding literature and code. I will be adding

What is Network Embedding? Why should we care?

![](/Images/Chang et al KDD 2015.png) The Above figure comes from Chang et all KDD 2015

Table

Last Updated (2/14/17)

PaperYear# of CitationsWeightedDirectedTypedTyped Nodes
Distributed Large-scale Natural Graph Factorization1329????
Translating Embeddings for Modeling Multi-relational Data (TransE)13234
DeepWalk: Online Learning of Social Representations14158
Combining Two And Three-Way Embeddings Models for Link Prediction in Knowledge Bases (Tatec)157
Holographic Embeddings of Knowledge Graphs (HOLE)1510
Diffusion Component Analysis: Unraveling Functional Topology in Biological Networks1511
GraRep: Learning Graph Representations with Global Structural Information1515
Deep Graph Kernels1516
Heterogeneous Network Embedding via Deep Architectures1525
PTE: Predictive Text Embedding through Large-scale Heterogeneous Text Networks1530
LINE: Large-scale Information Network Embedding1590
A General Framework for Content-enhanced Network Representation Learning (CENE)160
Variational Graph Auto-Encoders (VGAE)160
PROSNET: INTEGRATING HOMOLOGY WITH MOLECULAR NETWORKS FOR PROTEIN FUNCTION PREDICTION.160
Large-Scale Embedding Learning in Heterogeneous Event Data (HEBE)160
AFET: Automatic Fine-Grained Entity Typing by Hierarchical Partial-Label Embedding160
Deep Neural Networks for Learning Graph Representations (DNGR)161
subgraph2vec: Learning Distributed Representations of Rooted Sub-graphs from Large Graphs162
Walklets: Multiscale Graph Embeddings for Interpretable Network Classification162
Asymmetric Transitivity Preserving Graph Embedding (HOPE)163
Label Noise Reduction in Entity Typing by Heterogeneous Partial-Label Embedding (PLE)166
Semi-Supervised Classification with Graph Convolutional Networks (GCN)167
Revisiting Semi-Supervised Learning with Graph Embeddings (Planetoid)1610
Structural Deep Network Embedding1612
node2vec: Scalable Feature Learning for Networks1627

Ontology

(In progress) Network diagram of network embedding research papers. Intended to help people grab a quick lay of the network embedding landscape.