Semi-supervised Learning(III) Graph Continued

Posted by Kaiyuan Chen on May 21, 2018

Semi-supervised Learning(III): Graph Continued

  Inductive(generalize) Transductive(X generalize)
supervised SVM, Max Entropy X itself
ssl Manifold Regularization Label Propagation

Besides label propagation, there are other schemes based on random walk(modified adsorption), information theory K-L divergence(measure propagation).

References

A good Tutorial on Graph Based SSL:

http://graph-ssl.wdfiles.com/local–files/blog%3A_start/graph_ssl_acl12_tutorial_slides_final.pdf