Wa. Stahel et al., ROBUST ESTIMATION IN THE ANALYSIS OF COMPLEX MOLECULAR-SPECTRA, Journal of the American Statistical Association, 89(427), 1994, pp. 788-795
In atomic and molecular spectroscopy, measured transition energies rep
resent differences between the energy levels of the emitting or absorb
ing system. In complex spectra of such transitions, the assignment of
the pair of states corresponding to an observed transition energy is a
difficult process. These assignments evolve in stages. At each stage,
some assignments will be erroneous. Robust fitting methods have prove
n extremely helpful for finding gross errors and for obtaining reliabl
e estimates of energy levels in the analysis of molecular tritium (T-2
) spectra. The robust results can be used successfully to obtain new a
ssignments of transition energies to energy levels. In statistical ter
ms, a highly unbalanced two-way analysis of variance model results. So
me specific robustness problems that call for further research are men
tioned. An iterative algorithm that is fast and avoids storage problem
s, even for large data sets, is described. This algorithm can be used
for both least squares and robust fitting of incomplete two-way tables
and similar designs.