Acceleration of SVD routines in LAPACK

IEEE EuroCon 2013

Volumn , Issue , 2013, Pages 1733-1737

  Gunta, Chaitanya ^a   Khan, Shazeb N ^b   Saha, Kaushik ^c   Pau, Danilo P ^c  

^a BIRLA INSTITUTE OF TECHNOLOGY AND SCIENCE   (India)

^b ALIGARH MUSLIM UNIVERSITY   (India)

^c STMICROELECTRONICS   (Italy)

Author keywords

General purpose graphics processing unit; Open computing library; Parallel computing; Singular value decomposition

Indexed keywords

DATA CLUSTERING; DATA DIMENSIONALITY; ENGINEERING APPLICATIONS; GRAPHICS PROCESSING UNIT; IMPLEMENTATION PLATFORMS; PRINCIPLE COMPONENT ANALYSIS; PROGRAMMABLE ARCHITECTURES; VECTOR OPERATIONS;

CLUSTERING ALGORITHMS; COMPUTER GRAPHICS; COMPUTER GRAPHICS EQUIPMENT; IMAGE PROCESSING; LEAST SQUARES APPROXIMATIONS; PARALLEL ARCHITECTURES; PARALLEL PROCESSING SYSTEMS; PRINCIPAL COMPONENT ANALYSIS; PROGRAM PROCESSORS;

SINGULAR VALUE DECOMPOSITION;

EID: 84888603226     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EUROCON.2013.6625211     Document Type: Conference Paper

References (19)

1. GOLUB G.H., LOAN CF, Matrix Computations (John Hopkins Studies in Mathematical Sciences), 3 rd ed, JH University Press, 1996.
2. LAWSON C.L, HANSON R.J, Solving Least Squares Problems. Prentice-Hall, Englewood Cliffs, N.J., 1974
3. HANSON R.J. A numerical method for solving Fredholm integral equations of the first kind using singular values. SIAM J. Numer. Anal 8, 3 (1971), 616-626
4. http://www.netlib.org/linpack/ - last accessed 19, Apr 2013
5. http://eigen.tuxfamily.org/ - last accessed 19, Apr 2013
6. http://numpy.org/ - last accessed 19, Apr 2013
7. http://www.netlib.org/lapack/ - last accessed 19, Apr 2013
8. http://www.netlib.org/lapack/lug/node32.html - last accessed 19, Apr 2013
9. http://www.mathworks.in/products/matlab/ - last accessed 19, Apr 2013
10. http://www.netlib.org/lapack/lug/node65.html - last accessed 19, Apr 2013
11. SHEETAL L, NARAYANAN P.J., Singular Value Decomposition on GPU using CUDA, IEEE (2009)
12. The OpenCL Specification Version - 1.0, Khronos OpenCL Working Group
13. http://www.khronos.org/ - last accessed 19, Apr 2013
14. http://sepwww.stanford.edu/public/docs/sep70/rub/paper-html/node2.html - last accessed 19, Apr 2013
15. GOLUB G.H., KAHAN W., Calculating the singular values and pseudoinverse of a matrix, SIAM J Numer. Anal 2, 3 (1965), 205-224
16. TONY EC, An Improved Algorithm for Computing the Singular Value Decomposition, ACM Trans. Math. Softw. 8, 1 (Mar. 1982), 84-88
17. http://www.netlib.org/clapack/ - last accessed 19, Apr 2013
18. http://valgrind.org/docs/manual/QuickStart.html - last accessed 19, Apr 2013
19. http://gcc.gnu.org/onlinedocs/gcc/Optimize-Options.html - last accessed 19, Apr 2013