Published June 1, 1994
| Version v1
Journal article
Undesirable effects of covariance matrix techniques for error analysis
Description
Regression with χ2 constructed from covariance matrices should not be used for some combinations of covariance matrices and fitting functions. Using the technique for unsuitable combinations can amplify systematic errors. This amplification is uncontrolled, and can produce arbitrarily inaccurate results that might not be ruled out by a χ2 test. In addition, this technique can give incorrect (artificially small) errors for fit parameters. I give a test for this instability and a more robust (but computationally more intensive) method for fitting correlated data
Additional details
Publishing Information
- Journal Title
- Physical Review. D, Particles Fields
- Journal Volume
- 49
- Journal Issue
- 11
- Journal Page Range
- p. 6240-6243.
- ISSN
- 0556-2821
- CODEN
- PRVDAQ
INIS
- Country of Publication
- United States
- Country of Input or Organization
- United States
- INIS RN
- 25059708
- Subject category
- S72: PHYSICS OF ELEMENTARY PARTICLES AND FIELDS;
- Descriptors DEI
- DATA ANALYSIS; ERRORS; INSTABILITY; LATTICE FIELD THEORY; MATRICES; TESTING
- Descriptors DEC
- CONSTRUCTIVE FIELD THEORY; FIELD THEORIES; QUANTUM FIELD THEORY