A Unified Proof for the Convergence of Jacobi and Gauss–Seidel Methods
Author(s) -
Roberto Bagnara
Publication year - 1995
Publication title -
siam review
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 4.683
H-Index - 120
eISSN - 1095-7200
pISSN - 0036-1445
DOI - 10.1137/1037008
Subject(s) - gauss–seidel method , diagonally dominant matrix , mathematics , irreducibility , convergence (economics) , jacobi method , diagonal , pure mathematics , algebra over a field , mathematical optimization , iterative method , geometry , economics , invertible matrix , economic growth
We present a new unified proof for the convergence of both the Jacobi and the Gauss–Seidel methods for solving systems of linear equations under the criterion of either (a) strict diagonal dominance of the matrix, or (b) diagonal dominance and irreducibility of the matrix. These results are well known. The proof for criterion (a) makes use of Gersgorin’s theorem, while the proof for criterion (b) uses Taussky’s theorem that extends Gersgorin’s work. Hence the topic is interesting for teaching purposes.
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