Preface to the Classics Edition |
Preface |
Introduction / 1: |
Analysis of the Least Squares Problem / 2: |
Orthogonal Decomposition by Certain Elementary Orthogonal Transformations / 3: |
Orthogonal Decomposition by Singular Value Decomposition / 4: |
Perturbation Theorems for Singular Values / 5: |
Bounds for the Condition Number of a Triangular Matrix / 6: |
The Pseudoinverse / 7: |
Perturbation Bounds for the Pseudoinverse / 8: |
Perturbation Bounds for the Solution of Problem LS / 9: |
Numerical Computations Using Elementary Orthogonal Transformations / 10: |
Computing the Solution for the Overdetermined or Exactly Determined Full Rank Problem / 11: |
Computation of the Covariance Matrix of the Solution Parameters / 12: |
Computing the Solution for the Underdetermined Full Rank Problem / 13: |
Computing the Solution for Problem LS with Possibly Deficient Pseudorank / 14: |
Analysis of Computing Errors for Householder Transformations / 15: |
Analysis of Computing Errors for the Problem LS / 16: |
Analysis of Computing Errors for the Problem LS Using Mixed Precision Arithmetic / 17: |
Computation of the Singular Value Decomposition and the Solution of Problem LS / 18: |
Other Methods for Least Squares Problems / 19: |
Linear Least Squares with Linear Equality Constraints Using a Basis of the Null Space / 20: |
Linear Least Squares with Linear Equality Constraints by Direct Elimination / 21: |
Linear Least Squares with Linear Equality Constraints by Weighting / 22: |
Linear Least Squares with Linear Inequality Constraints / 23: |
Modifying a QR Decomposition to Add or Remove Column Vectors / 24: |
Practical Analysis of Least Squares Problems / 25: |
Examples of Some Methods of Analyzing a Least Squares Problem / 26: |
Modifying a QR Decomposition to Add or Remove Row Vectors with Application to Sequential Processing of Problems Having a Large or Banded Coefficient Matrix / 27: |
Basic Linear Algebra Including Projections / Appendix A: |
Proof of Global Quadratic Convergence of the QR Algorithm / Appendix B: |
Description and Use of FORTRAN Codes for Solving Problem LS / Appendix C: |
Developments from 1974 to 1995 / Appendix D: |
Bibliography |
Index |
Preface to the Classics Edition |
Preface |
Introduction / 1: |