Title :
The Perron-Frobenius theorem: some of its applications
Author :
Pillai, S. Unnikrishna ; Suel, Torsten ; Cha, Seunghun
Author_Institution :
Dept. of Electr. Eng., Polytech. Univ. Brooklyn, NY, USA
fDate :
3/1/2005 12:00:00 AM
Abstract :
The Perron-Frobenius theorem provides a simple characterization of the eigenvectors and eigenvalues of certain types of matrices with nonnegative entries. The importance of the Perron-Frobenius theorem stems from the fact that eigenvalue problems on these types of matrices frequently arise in many different fields of science and engineering. In this article, the authors discuss the applications of this theorem in diverse areas such as steady state behavior of Markov chains, power control in wireless networks, commodity pricing models in economics, population growth models, and Web search engines. The article starts with a review and discussion of the mathematical foundations.
Keywords :
Internet; Markov processes; eigenvalues and eigenfunctions; power control; pricing; radio networks; signal processing; telecommunication control; Markov chain; Perron-Frobenius Theorem; Web search engine; commodity pricing model; eigenvalue; eigenvector; population growth model; power control; steady state behavior; wireless network; Eigenvalues and eigenfunctions; Linear matrix inequalities; Power control; Power engineering and energy; Power generation economics; Pricing; Search engines; Steady-state; Web search; Wireless networks;
Journal_Title :
Signal Processing Magazine, IEEE
DOI :
10.1109/MSP.2005.1406483