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A New Parallel Algorithm For Evaluating The Determinant of A Matrix of Order n

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A New Parallel Algorithm For Evaluating The Determinant of A Matrix of Order n ... n*n determinants, Majaleyeh Ryazieh Borhan(Persian Language), 34 (2001) 42-46. ... – PowerPoint PPT presentation

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Title: A New Parallel Algorithm For Evaluating The Determinant of A Matrix of Order n


1
A New Parallel Algorithm For Evaluating The
Determinant of A Matrix of Order n
  • H.Teimoori and M.Bayat
  • Islamic Azad university of Zanjan,Zanjan ,Iran
  • Institute for Advanced Studies in Basic
    Sciences,Zanjan,Iran
  • A.Amiri and E.Sarijloo
  • Iran university of Sience and Technology
  • Islamic Azad university of Zanjan,Zanjan ,Iran

2
In This Paper ..
  • Present a New Recursive Idea for Evaluation of
    Determinant of Order n
  • Design a New Parallel Algorithm based on New
    Method
  • The efficiency of New Algorithm
  • Pipeline and its effect on Algorithm efficiency

3
a New Recursive Idea for Evaluation of
Determinant of Order n
  • This approach has been introduced for the first
    time in 5,6
  • Before going through the details of methods and
    proof we show how to use this new approach to
    evaluate Determinant of matrix of size 33 and 44

4
Determinant of matrix of size 33 and 44 in new
..
  • Matrix of size 33

5
Determinant of matrix of size 33 and 44 in new
..Cont.
  • Matrix of size 44

6
General Theorem of New Approach
  • Let Maij be a square matrix of order n,then

7
New Parallel Algorithm based on New Method
  • H.Wa nn Mesh Architecture With CREW Shared
    Memory

8
New Parallel Algorithm .Cont.
  • In each step Pij must compute the following task

9
New Parallel Algorithm .Cont.
10
Analysis of Algorithm
  • The algorithm has 3 loop
  • A sequential loop with order of O(n)
  • Two parallel algorithm with order of O(1)
  • So the Time Complexity of New Algorithm is O(n)
  • For Pipeline approach the algorithm can reach to
    O(nkk) efficiency

11
References
  • 1 P. A. Samuelson, A method of determining
    explicitly the coefficients of the characteristic
    polynomials,Ann. Math. Stat., 13 (1942) 424-429.
  • 2 L. Csanky, Fast parallel inversion algorithm
    , SIAM J. Comput., 5 (1976) 618-623.
  • 3 A. L. Chistov, Fast parallel calculation of
    the rank of matrices over a field of arbitrary
    characteristic, in Proc. Int. Conf. Foundations
    of Computation Theory, Lecture Notes in Comput.
    Sci.199, Speringer-Verlag, New York, Berlin,
    1985, 63-69.

12
  • 4 S. J. Berkowitz, On computing the determinant
    in small parallel time using a small number of
    processors, Inform. Process. Lett., 18 (1984)
    147-150.
  • 5 S. M. H. Mousavi, A New method for
    calculating nn determinants, Majaleyeh
    Ryazieh Borhan(Persian Language), 34 (2001)
    42-46.
  • 6 H. Teimoori and M. Bayat, A Recursive method
    for evaluating of determinants, Submitted,(2005).

13
  • 7 Donald E. Knuth, Overlapping Pfaffians,
    Electronic Journal of Combinatorics, 3 (2)
    (1996)1-13.
  • 8 C. L. Dodgson, Condensation of Determinants
    Being a New and Brief Method for Computing their
    Arithmetic Values, Proc. Roy. Soc. Ser. A, 15
    (1866)150-155.
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