The Purpose of Error Analysis
“The clear identification of the factors determining the stability of an algorithm soon led to the development of better algorithms. The proper understanding of inverse iteration for eigenvectors and the development of the QR algorithm by Francis are the crowning achievements of this line of research.
“For me, then, the primary purpose of the rounding error analysis was insight.”
Bulletin of the IMA, Vol 22, p197