Laplacian Eigenmaps
Some basic Matlab code for Laplacian Eigenmaps.
The paper can be found here.
Manifold Regularization and Laplacian SVM
Training Laplacian SVM in the Primal. A more efficient way to train Laplacian SVM (Stefano Melacci).