Truncated Singular Value Decomposition Solutions to Discrete Ill-Posed Problems with Ill-Determined Numerical Rank

Generalized Cross-Validation as a Method for Choosing a Good Ridge Parameter

Gene H. Golub, Michael T. Heath, Grace Wahba · Technometrics · 1979 · 3.8K citations

Computing, Biostatistics, Data Science +11

A Technique for the Numerical Solution of Certain Integral Equations of the First Kind

David Lee Phillips · Journal of the ACM · 1962 · 2K citations · Full text

Computing, Computer Science, Mathematics +10

The truncatedSVD as a method for regularization

Per Christian Hansen · BIT Numerical Mathematics · 1987 · 815 citations

Computing, Computer Science, Algorithms +2

Regularization,GSVD and truncatedGSVD

Per Christian Hansen · BIT Numerical Mathematics · 1989 · 179 citations

On the Numerical Solution of Ill-Conditioned Linear Systems with Applications to Ill-Posed Problems

J. M. Varah · SIAM Journal on Numerical Analysis · 1973 · 160 citations

Natural Sciences, Mathematics, Physics +13