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Group inverses for singular M-matrices are useful tools not only in
matrix analysis, but also in the analysis of stochastic processes,
graph theory, electrical networks, and demographic models. Group
Inverses of M-Matrices and Their Applications highlights the
importance and utility of the group inverses of M-matrices in
several application areas. After introducing sample problems
associated with Leslie matrices and stochastic matrices, the
authors develop the basic algebraic and spectral properties of the
group inverse of a general matrix. They then derive formulas for
derivatives of matrix functions and apply the formulas to matrices
arising in a demographic setting, including the class of Leslie
matrices. With a focus on Markov chains, the text shows how the
group inverse of an appropriate M-matrix is used in the
perturbation analysis of the stationary distribution vector as well
as in the derivation of a bound for the asymptotic convergence rate
of the underlying Markov chain. It also illustrates how to use the
group inverse to compute and analyze the mean first passage matrix
for a Markov chain. The final chapters focus on the Laplacian
matrix for an undirected graph and compare approaches for computing
the group inverse. Collecting diverse results into a single volume,
this self-contained book emphasizes the connections between
problems arising in Markov chains, Perron eigenvalue analysis, and
spectral graph theory. It shows how group inverses offer valuable
insight into each of these areas.
This book focuses on research in linear algebra, statistics,
matrices, graphs and their applications. Many chapters in the book
feature new findings due to applications of matrix and graph
methods. The book also discusses rediscoveries of the subject by
using new methods. Dedicated to Prof. Calyampudi Radhakrishna Rao
(C.R. Rao) who has completed 100 years of legendary life and
continues to inspire us all and Prof. Arbind K. Lal who has sadly
departed us too early, it has contributions from collaborators,
students, colleagues and admirers of Professors Rao and Lal. With
many chapters on generalized inverses, matrix analysis, matrices
and graphs, applied probability and statistics, and the
history of ancient mathematics, this book offers a diverse array of
mathematical results, techniques and applications. The book
promises to be especially rewarding for readers with an interest in
the focus areas of applied linear algebra, probability and
statistics.
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