Simple MLP classifier for particles in a specific detector (data set from LEP MC simulations).

Here I build a MLP classifier in order to look at detections made through 13 parameters and show if this particle is a electron, a muon, a tau, or a quark. It was build with Tensorflow/Keras and I also have compared with sklearn MLP method.

ROC CURVE

AUC parameter : Electron:0.7999474887646882+-5.187713678145928e-10

AUC parameter : Muon:0.724573735598428+-3.602215918207911e-13

AUC parameter : Tau:0.7012339942923979+-3.2358704156963667e-13

AUC parameter : Quark:0.8192454954889842+-4.145071803506032e-10

• Yuri Muller Plumm Gomes

• Thanks to Prof. Carsten for discussions, suggestions and for the MC simulations data used.