Numerical computation of the trace of inverse matrix and related inequalities

Postgraduate Thesis uoadl:1316406 830 Read counter

Unit:
Τομέας Άλγεβρας Γεωμετρίας
Library of the School of Science
Deposit date:
2014-03-12
Year:
2014
Author:
Φίκα Παρασκευή
Supervisors info:
Αναπλ. Καθηγήτρια Μαριλένα Μητρούλη (επιβλέπουσα), Καθηγητής Βασίλειος Δούγαλης, Αναπλ. Καθηγητής Σωτήριος Νοτάρης
Original Title:
Αριθμητικός υπολογισμός του ίχνους αντιστρόφου πίνακα και σχετικές ανισότητες
Languages:
Greek
Translated title:
Numerical computation of the trace of inverse matrix and related inequalities
Summary:
In this work, an extrapolation method estimating the quadratic form x^t Α^(-
1) x is developed, using as mathematical tools the spectral decomposition of
matrix A and its moments. In the sequel, estimates for the trace of the inverse
of matrix A, Tr(Α^(-1) ), are risen, since it holds that the expected value of
the quantity x^t Α^(-1) x equals the trace of the matrixΑ^(-1), for suitably
chosen vector x. Estimates for Tr(Α^(-1) ), for symmetric and non symmetric
matrices, as well as upper an lower bounds for the quantitiesx^t Α^(-1) xand
Tr(Α^(-1)) are presented. Moreover the computational complexity of the
estimates is discussed and statistical techniques are proposed in order to
improve the quality of the estimates.
Keywords:
Trace, Extrapolation, Matrix moments, Matrix inverse
Index:
No
Number of index pages:
0
Contains images:
No
Number of references:
27
Number of pages:
93
File:
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