User:Rogério Brito/Books/Spectral Graph Theory

And Related Topics

 * Matrix Fundamentals
 * Moore–Penrose pseudoinverse
 * Covariance matrix
 * Positive-definite matrix
 * Singular value decomposition
 * Spectral theorem
 * Diagonally dominant matrix
 * Perron–Frobenius theorem
 * Rayleigh quotient
 * QR algorithm
 * QR decomposition
 * Householder transformation
 * CUR matrix approximation
 * Cayley–Hamilton theorem
 * Block matrix pseudoinverse
 * Proofs involving the Moore–Penrose pseudoinverse
 * Eigendecomposition of a matrix
 * Principal component analysis


 * Stochastic Processes
 * Markov chain
 * Stochastic matrix
 * Doubly stochastic matrix


 * Graphs and Matrices
 * Spectral graph theory
 * Graph property
 * Colin de Verdière graph invariant
 * Adjacency matrix
 * Laplacian matrix
 * Algebraic connectivity
 * Conductance (graph)
 * Cheeger constant (graph theory)
 * Polyhedral graph
 * Strongly regular graph


 * Applications of Spectral Graph Theory
 * Spectral clustering
 * Segmentation-based object categorization
 * Expander graph
 * PageRank


 * Centrality in Graphs
 * Centrality
 * Betweenness centrality
 * Katz centrality
 * Resistance distance
 * Eigenvalue algorithm
 * HITS algorithm
 * Cluster analysis
 * Clustering coefficient
 * Strength of a graph
 * Factor analysis