Accelerated Attributed Network Embedding

• Accelerated Attributed Network Embedding, SDM 2017
• A General Embedding Framework for Heterogeneous Information Learning in Large-Scale Networks, TKDD, 2018

Code in MATLAB

H = AANE_fun(Net,Attri,d);  
H = AANE_fun(Net,Attri,d,lambda,rho);  
H = AANE_fun(Net,Attri,d,lambda,rho,'Att');  
H = AANE_fun(Net,Attri,d,lambda,rho,'Att',splitnum);  

• H is the joint embedding representation of Net and Attri;
• Net is the weighted adjacency matrix;
• Attri is the node attribute information matrix with row denotes nodes.

Reference in BibTeX:

@conference{Huang-etal17Accelerated,
Author = {Xiao Huang and Jundong Li and Xia Hu},
Booktitle = {SIAM International Conference on Data Mining},
Pages = {633--641},
Title = {Accelerated Attributed Network Embedding},
Year = {2017}}

@article{Huang-etal18A,
Title = {A General Embedding Framework for Heterogeneous Information Learning in Large-Scale Networks},
Author = {Xiao Huang and Jundong Li and Na Zou and Xia Hu},
Booktitle = {ACM Transactions on Knowledge Discovery from Data},
Volume = {12},
Year = {2018}}