Measurement of the inclusive $$t\bar{t}$$ production cross section in the lepton + jets channel in $pp$ collisions at $$\sqrt{s}$$ = 7 TeV with the ATLAS detector using support vector machines
A measurement of the top quark pair-production cross section in the lepton + jets decay channel is presented. It is based on 4.6 fb-1of $$\sqrt{s}$$ = 7 TeV pp collision data collected during 2011 by the ATLAS experiment at the CERN Large Hadron Collider. A three-class, multidimensional event classifier based on support vector machines is used to differentiate $$t\bar{t}$$ events from backgrounds. The $$t\bar{t}$$ production cross section is found to be σ$$t\bar{t}$$ = 168.5 ± 0.7(stat)$$^{+6.2}_{-5.9}$$(syst)$$^{+ 3.4}_{-3.2}$$(lumi) pb. In conclusion, the result is consistent with the Standard Model prediction based on QCD calculations at next-to-next-to-leading order.