Preliminaries.- Incidence matrix.- Adjacency matrix.- Laplacian matrix.- Cycles and cuts.- Regular graphs.- Algebraic connectivity.- Distance matrix of a tree.- Resistance distance.- Laplacian eigenvalues of threshold graphs.- Positive definite completion problem.- Matrix games based on graphs.- Hints and solutions.