Neural Network based Electron Identification in the ZEUS Calorimeter
arXiv:hep-ex/9505004 · doi:10.1016/0168-9002(95)00612-5
Abstract
We present an electron identification algorithm based on a neural network approach applied to the ZEUS uranium calorimeter. The study is motivated by the need to select deep inelastic, neutral current, electron proton interactions characterized by the presence of a scattered electron in the final state. The performance of the algorithm is compared to an electron identification method based on a classical probabilistic approach. By means of a principle component analysis the improvement in the performance is traced back to the number of variables used in the neural network approach.
20 pages, latex, 16 figures appended as uuencoded file
References in corpus (1)
Cited by in corpus (74)
- Deep Learning and its Application to LHC Physics
- Measurement of helicity distributions in inelastic photoproduction at HERA
- Leading proton production in deep inelastic scattering at HERA
- Evidence for a narrow baryonic state decaying to K0s-p and K0s-pbar in deep inelastic scattering at HERA
- Measurement of the F2 structure function in deep inelastic scattering using 1994 data from the ZEUS detector at HERA
- A measurement of the Q^2, W and t dependences of deeply virtual Compton scattering at HERA
- D* Production in Deep Inelastic Scattering at HERA
- Inclusive jet cross sections in the Breit frame in neutral current deep inelastic scattering at HERA and determination of alpha_s
- Measurement of D*+- production in deep inelastic ep scattering at HERA
- Search for single-top production in ep collisions at HERA
- Study of deep inelastic inclusive and diffractive scattering with the ZEUS forward plug calorimeter
- Measurement of the Longitudinal Proton Structure Function at HERA
- The Hadronic Final State at HERA
- Dissociation of virtual photons in events with a leading proton at HERA
- Inclusive-jet and dijet cross sections in deep inelastic scattering at HERA
- Search for single-top production in ep collisions at HERA
- Deep inelastic scattering with leading protons or large rapidity gaps at HERA
- Forward Jet Production in Deep Inelastic Scattering at HERA
- Measurement of high-Q2 charged current cross sections in e-p deep inelastic scattering at HERA
- Measurement of isolated photon production in deep inelastic ep scattering
- Measurement of beauty and charm production in deep inelastic scattering at HERA and measurement of the beauty-quark mass
- Measurement of high-Q^2 charged current cross sections in e^+p deep inelastic scattering at HERA
- Mapping Machine-Learned Physics into a Human-Readable Space
- Measurement of production in deep inelastic scattering at HERA
- Measurement of beauty production in deep inelastic scattering at HERA
- Deep inelastic cross-section measurements at large y with the ZEUS detector at HERA
- Measurement of the open-charm contribution to the diffractive proton structure function
- Measurement of high-Q^2 neutral current deep inelastic e^- p scattering cross sections with a longitudinally polarised electron beam at HERA
- Jet-radius dependence of inclusive-jet cross sections in deep inelastic scattering at HERA
- Measurement of high-Q^2 charged current deep inelastic scattering cross sections with a longitudinally polarised positron beam at HERA
- Measurement of charged current deep inelastic scattering cross sections with a longitudinally polarised electron beam at HERA
- Measurement of the Reaction in Deep Inelastic Scattering at HERA
- Inclusive-jet cross sections in NC DIS at HERA and a comparison of the kT, anti-kT and SIScone jet algorithms
- Measurement of subjet multiplicities in neutral current deep inelastic scattering at HERA and determination of
- Search for a narrow charmed baryonic state decaying to D^*+/- p^-/+ in ep collisions at HERA
- Substructure dependence of jet cross sections at HERA and determination of alphas
- High-mass dijet cross sections in photoproduction at HERA
- Two-particle azimuthal correlations as a probe of collective behaviour in deep inelastic scattering at HERA
- Measurement of inelastic J/psi production in deep inelastic scattering at HERA
- Deep inelastic inclusive and diffractive scattering at values from 25 to 320 GeV with the ZEUS forward plug calorimeter
- W Production and the Search for Events with an Isolated High-Energy Lepton and Missing Transverse Momentum at HERA
- Scaling violations and determination of alpha_s from jet production in gamma-p interactions at HERA
- Search for pentaquarks decaying to Xi-pi in deep inelastic scattering at HERA
- Search for QCD-instanton induced events in deep inelastic ep scattering at HERA
- Measurement of high-Q2 neutral current deep inelastic e+p scattering cross sections with a longitudinally polarised positron beam at HERA
- Deeply Learning Deep Inelastic Scattering Kinematics
- Measurement of K0S, Lambda, Antilambda production at HERA
- The Q^2 Dependence of Dijet Cross Sections in gamma p Interactions at HERA
- Measurement of beauty photoproduction using decays into muons in dijet events at HERA
- Measurement of (anti)deuteron and (anti)proton production in DIS at HERA
- Charm Production and QCD Analysis at HERA and LHC
- Measurement of D^{+} and Lambda_{c}^{+} production in deep inelastic scattering at HERA
- Forward-jet production in deep inelastic ep scattering at HERA
- Measurement of isolated photons accompanied by jets in deep inelastic ep scattering
- Study of the azimuthal asymmetry of jets in neutral current deep inelastic scattering at HERA
- Measurement of diffractive production of D*+-(2010) mesons in deep inelastic scattering at HERA
- Azimuthal correlations in photoproduction and deep inelastic scattering at HERA
- Bose-Einstein correlations in one and two dimensions in deep inelastic scattering
- Scaled momentum spectra in deep inelastic scattering at HERA
- Three-jet production in diffractive deep inelastic scattering at HERA
- The dependence of dijet production on photon virtuality in ep collisions at HERA
- Measurement of D mesons Production in Deep Inelastic Scattering at HERA
- Observation of the strange sea in the proton via inclusive Phi-meson production in neutral current deep inelastic scattering at HERA
- Subjet distributions in deep inelastic scattering at HERA
- Search for lepton-flavor violation in e+p collisions at HERA
- Measurement of jet production in deep inelastic scattering and NNLO determination of the strong coupling at ZEUS
- Measurement of the energy dependence of the total photon-proton cross section at HERA
- Measurement of the cross-section ratio in exclusive photoproduction at HERA
- Energy dependence of the charged multiplicity in deep inelastic scattering at HERA
- Search for Selectron and Squark Production in Collisions at HERA
- Scaled momentum distributions for K0s and Lambda/bar Lambda in DIS at HERA
- Cascade Training Technique for Particle Identification
- A multivariate approach to heavy flavour tagging with cascade training
- Continuous simulation of hypothetical physics processes with multiple free parameters