Dissertation/ Thesis

Tiebreaking the minimum degree algorithm for ordering sparse symmetric positive definite matrices

Λεπτομέρειες βιβλιογραφικής εγγραφής
Τίτλος: Tiebreaking the minimum degree algorithm for ordering sparse symmetric positive definite matrices
Συγγραφείς: Cavers, Ian Alfred
Στοιχεία εκδότη: University of British Columbia
Έτος έκδοσης: 1987
Συλλογή: University of British Columbia: cIRcle - UBC's Information Repository
Θεματικοί όροι: Algorithms, Linear systems -- Data processing, Sparse matrices
Περιγραφή: The minimum degree algorithm is known as an effective scheme for identifying a fill reduced ordering for symmetric, positive definite, sparse linear systems, to be solved using a Cholesky factorization. Although the original algorithm has been enhanced to improve the efficiency of its implementation, ties between minimum degree elimination candidates are still arbitrarily broken. For many systems, the fill levels of orderings produced by the minimum degree algorithm are very sensitive to the precise manner in which these ties are resolved. This thesis introduces several tiebreaking enhancements of the minimum degree algorithm. Emphasis is placed upon a tiebreaking strategy based upon the deficiency of minium degree elimination candidates, and which can consistently identify low fill orderings for a wide spectrum of test problems. All tiebreaking strategies are fully integrated into implementations of the minimum degree algorithm based upon a quotient graph model, including indistinguishable sets represented by uneliminated supernodes. The resulting programs are tested on a wide variety of sparse systems in order to investigate the performance of the algorithm enhanced by the tiebreaking strategies and the quality of the orderings they produce. ; Science, Faculty of ; Computer Science, Department of ; Graduate
Τύπος εγγράφου: thesis
Γλώσσα: English
Relation: http://hdl.handle.net/2429/27855
Διαθεσιμότητα: http://hdl.handle.net/2429/27855
Rights: For non-commercial purposes only, such as research, private study and education. Additional conditions apply, see Terms of Use https://open.library.ubc.ca/terms_of_use.
Αριθμός Καταχώρησης: edsbas.B98E6A39
Βάση Δεδομένων: BASE
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