PT Journal AU Cabrera, ME Casas, JA Mitsou, VA Ruiz de Austri, R Terron, J TI Histogram comparison tools for the search of new physics at LHC. Application to the CMSSM SO Journal of High Energy Physics JI J. High Energy Phys. PY 2012 BP 133 EP 27pp VL 04 IS 4 DI 10.1007/JHEP04(2012)133 LA English DE Beyond Standard Model; Supersymmetric Standard Model; Statistical Methods AB We propose a rigorous and effective way to compare experimental and theoretical histograms, incorporating the different sources of statistical and systematic uncertainties. This is a useful tool to extract as much information as possible from the comparison between experimental data with theoretical simulations, optimizing the chances of identifying New Physics at the LHC. We illustrate this by showing how a search in the CMSSM parameter space, using Bayesian techniques, can effectively find the correct values of the CMSSM parameters by comparing histograms of events with multijets + missing transverse momentum displayed in the effective-mass variable. The procedure is in fact very efficient to identify the true supersymmetric model, in the case supersymmetry is really there and accessible to the LHC. ER