Fan Chung has written extensively on spectral graph theory.
Her sgt papers are here:


she also has a couple of books on the subject.
She advocates the use of the normalized Laplacian matrix,
where both the rows & columns are scaled by the square root of the degree of the corresponding node,
making the matrix symmetric and with ones on the diagonal.