TY - JOUR
T1 - Tight and efficient enclosure of matrix multiplication by using optimized BLAS
AU - Ozaki, Katsuhisa
AU - Ogita, Takeshi
AU - Oishi, Shin'ichi
PY - 2011/3
Y1 - 2011/3
N2 - This paper is concerned with the tight enclosure of matrix multiplication AB for two floating-point matrices A and B. The aim of this paper is to compute component-wise upper and lower bounds of the exact result C of the matrix multiplication AB by floating-point arithmetic. Namely, an interval matrix enclosing C is obtained. In this paper, new algorithms for enclosing C are proposed. The proposed algorithms are designed to mainly exploit the level 3 operations in BLAS. Although the proposed algorithms take around twice as much costs as a standard algorithm promoted by Oishi and Rump, the accuracy of the result by the proposed algorithms is better than that of the standard algorithm. At the end of this paper, we present numerical examples showing the efficiency of the proposed algorithms.
AB - This paper is concerned with the tight enclosure of matrix multiplication AB for two floating-point matrices A and B. The aim of this paper is to compute component-wise upper and lower bounds of the exact result C of the matrix multiplication AB by floating-point arithmetic. Namely, an interval matrix enclosing C is obtained. In this paper, new algorithms for enclosing C are proposed. The proposed algorithms are designed to mainly exploit the level 3 operations in BLAS. Although the proposed algorithms take around twice as much costs as a standard algorithm promoted by Oishi and Rump, the accuracy of the result by the proposed algorithms is better than that of the standard algorithm. At the end of this paper, we present numerical examples showing the efficiency of the proposed algorithms.
KW - Interval arithmetic
KW - Matrix multiplication
KW - Verified numerical computation
UR - http://www.scopus.com/inward/record.url?scp=79951820141&partnerID=8YFLogxK
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U2 - 10.1002/nla.724
DO - 10.1002/nla.724
M3 - Article
AN - SCOPUS:79951820141
SN - 1070-5325
VL - 18
SP - 237
EP - 248
JO - Numerical Linear Algebra with Applications
JF - Numerical Linear Algebra with Applications
IS - 2
ER -