Published June 1, 1994 | Version v1
Journal article

Undesirable effects of covariance matrix techniques for error analysis

Creators

  • 1. Theory Division, CERN, CH-1211 Geneva 23 (Switzerland)

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