Chapter 11 Systematics RF
In the following sections (11.1-11.6) we report the spread of the different analysis. In the plots the point in red are the one with χ2dof<1.8, red band eq28 while blue band AIC. the fit has the form {aSDμ(eq,ℓ)=P[0]+a2P[1]aSDμ(op,ℓ)=P[0]+a2P[2] with some variations:
log_{n}eq_w{m}
mans that we modify the term a2 in OS in with Pa2/log(w20/m/a2)n n=−0.2,1,2,3, m=1,2log_{n}op_w{m}
same with TM+log_{n}eq_w{m}
mans that we add a term P′a2/log(w20/m/a2)na4
means we add a4P″Mpi_eq_op
that we add a term P''' (M_\pi-M_\pi^{phys}) in OS and TM with the same coefficient- for a_\mu^W(\ell) there are other two coefficients for the FVE
The fit with log
are weighted with a factor 1/8 (1/4 for the choice of the
exponent in the logarithm n times 1/2 the choice of the scale w_0/m)
11.0.1 Systematics
To estimate the systematic we use the formula \overline{x} = \sum_i w_i x_i\\ \overline{\sigma}^2 = \sum_i w_i \sigma_i^2+\sum_i w_i( x_i-\overline{x})^2 \\ The weights w_i are chosen as:
- w_i=1/N \,\,\forall\, i with a cut for the analysis with \chi^2>1.8 (eq28)
- w_i=\exp(-\frac{1}{2}(\chi^2+2N_{par}-N_{meas}) ) (AIC)
- w_i=\exp(-\frac{1}{2}(\chi^2+2N_{par}+ (2N_{npar}^2+2N_{par})/(N_{meas}-N_{par}-1)) ) (AICc) (Cavanaugh 1997)
- w_i=(1-2|p-0.5|)^2 where p is the p-value of the fit (p-value)
References
Cavanaugh, Joseph E. 1997. “Unifying the Derivations for the Akaike and Corrected Akaike Information Criteria.” Statistics & Probability Letters 33 (2): 201–8. https://doi.org/https://doi.org/10.1016/S0167-7152(96)00128-9.