ANRL: Attributed Network Representation Learning via Deep Neural Networks

@inproceedings{Zhang2018ANRLAN,
  title={ANRL: Attributed Network Representation Learning via Deep Neural Networks},
  author={Zhen Zhang and Hongxia Yang and Jiajun Bu and Sheng Zhou and Pinggang Yu and J. Zhang and M. Ester and C. Wang},
  booktitle={IJCAI},
  year={2018}
}
Network representation learning (RL) aims to transform the nodes in a network into lowdimensional vector spaces while preserving the inherent properties of the network. [...] Key Method To capture the network structure, attribute-aware skipgram model is designed based on the attribute encoder to formulate the correlations between each node and its direct or indirect neighbors. We conduct extensive experiments on six real-world networks, including two social networks, two citation networks and two user behavior…Expand
90 Citations
A Simple Approach to Attributed Graph Embedding via Enhanced Autoencoder
  • 3
  • Highly Influenced
  • PDF
Attributed Network Embedding via a Siamese Neural Network
  • J. Wang, Neng Gao, J. Peng, Jingjie Mo
  • Computer Science
  • 2019 IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computing, Scalable Computing & Communications, Cloud & Big Data Computing, Internet of People and Smart City Innovation (SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI)
  • 2019
Network Together: Node Classification via Cross-Network Deep Network Embedding
  • 7
ANAE: Learning Node Context Representation for Attributed Network Embedding
  • 1
  • PDF
Sparse Attributed Network Embedding via Adaptively Aggregating Neighborhood Information
  • 1
  • PDF
Network Embedding for Cross-network Node Classification
  • 7
  • Highly Influenced
  • PDF
Unsupervised Attributed Network Embedding via Cross Fusion
  • Highly Influenced
  • PDF
Attributed network representation learning via improved graph attention with robust negative sampling
  • 1
  • Highly Influenced
...
1
2
3
4
5
...

References

SHOWING 1-10 OF 31 REFERENCES
Structural Deep Network Embedding
  • 1,324
  • PDF
node2vec: Scalable Feature Learning for Networks
  • 4,174
  • Highly Influential
  • PDF
metapath2vec: Scalable Representation Learning for Heterogeneous Networks
  • 767
  • PDF
Attributed Social Network Embedding
  • 191
  • Highly Influential
  • PDF
SEANO: Semi-supervised Embedding in Attributed Networks with Outliers
  • 63
  • Highly Influential
  • PDF
PTE: Predictive Text Embedding through Large-scale Heterogeneous Text Networks
  • 471
  • Highly Influential
  • PDF
DeepWalk: online learning of social representations
  • 4,217
  • Highly Influential
  • PDF
LINE: Large-scale Information Network Embedding
  • 2,710
  • Highly Influential
  • PDF
GraRep: Learning Graph Representations with Global Structural Information
  • 856
  • PDF
...
1
2
3
4
...