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Extending the search for new resonances with machine learning

Journal Article · · Physical Review D
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Not Available

Sponsoring Organization:
USDOE Office of Science (SC), High Energy Physics (HEP)
Grant/Contract Number:
AC02-05CH11231; AC02-07CH11359
OSTI ID:
1492471
Alternate ID(s):
OSTI ID: 1493437
Journal Information:
Physical Review D, Journal Name: Physical Review D Journal Issue: 1 Vol. 99; ISSN PRVDAQ; ISSN 2470-0010
Publisher:
American Physical SocietyCopyright Statement
Country of Publication:
United States
Language:
English

References (75)

Flavor universal resonances and warped gravity journal January 2017
Deep learning in color: towards automated quark/gluon jet discrimination journal January 2017
Search for low mass vector resonances decaying into quark-antiquark pairs in proton-proton collisions at s = 13 $$ \sqrt{s}=13 $$ TeV journal January 2018
Maximizing boosted top identification by minimizing N-subjettiness journal February 2012
DELPHES 3: a modular framework for fast simulation of a generic collider experiment journal February 2014
Jet-images: computer vision inspired techniques for jet tagging journal February 2015
(Machine) learning to do more with less journal February 2018
Search for massive resonances decaying into WW, WZ or ZZ bosons in proton-proton collisions at s = 13 $$ \sqrt{s}=13 $$ TeV journal March 2017
Novel jet observables from machine learning journal March 2018
RECAST — extending the impact of existing analyses journal April 2011
Soft drop journal May 2014
Thinking outside the ROCs: Designing Decorrelated Taggers (DDT) for jet substructure journal May 2016
Deep-learning top taggers or the end of QCD? journal May 2017
Weakly supervised classification in high energy physics journal May 2017
Convolved substructure: analytically decorrelating jet substructure observables journal May 2018
A search for top squarks with R-parity-violating decays to all-hadronic final states with the ATLAS detector in s = 8 $$ \sqrt{s}=8 $$ TeV proton-proton collisions journal June 2016
Identification of high transverse momentum top quarks in pp collisions at s = 8 $$ \sqrt{s}=8 $$ TeV with the ATLAS detector journal June 2016
How much information is in a jet? journal June 2017
The automated computation of tree-level and next-to-leading order differential cross sections, and their matching to parton shower simulations journal July 2014
Playing tag with ANN: boosted top identification with pattern recognition journal July 2015
Jet-images — deep learning edition journal July 2016
Search for t t ¯ $$ \mathrm{t}\overline{\mathrm{t}} $$ resonances in highly boosted lepton+jets and fully hadronic final states in proton-proton collisions at s = 13 $$ \sqrt{s}=13 $$ TeV journal July 2017
Classification without labels: learning from mixed samples in high energy physics journal October 2017
Jet charge and machine learning journal October 2018
Pulling out all the tops with computer vision and deep learning journal October 2018
A generic anti-QCD jet tagger journal November 2017
Detecting a boosted diboson resonance journal November 2018
Identification techniques for highly boosted W bosons that decay into hadrons journal December 2014
A general search for new phenomena in ep scattering at HERA journal November 2004
Estimating the significance of a signal in a multi-dimensional search journal December 2011
A brief introduction to PYTHIA 8.1 journal June 2008
Systematic analysis of HEP collider data journal November 2004
: A statistical tool to unfold data distributions
  • Pivk, M.; Le Diberder, F. R.
  • Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, Vol. 555, Issue 1-2 https://doi.org/10.1016/j.nima.2005.08.106
journal December 2005
A general search for new phenomena at HERA journal April 2009
Observation of a new particle in the search for the Standard Model Higgs boson with the ATLAS detector at the LHC journal September 2012
Observation of a new boson at a mass of 125 GeV with the CMS experiment at the LHC journal September 2012
Search for pair-produced resonances decaying to jet pairs in proton–proton collisions at s = 8  TeV journal July 2015
Search for resonances in the mass distribution of jet pairs with one or two jets identified as b-jets in proton–proton collisions at s = 13  TeV with the ATLAS detector journal August 2016
Search for dijet resonances in proton–proton collisions at s = 13 TeV and constraints on dark matter and other models journal June 2017
Search for high-mass Z γ resonances in proton–proton collisions at s = 8 and 13 TeV using jet substructure techniques journal September 2017
Search for heavy resonances decaying to a W or Z boson and a Higgs boson in the q q ¯ ( ′ ) b b ¯ final state in pp collisions at s = 13   TeV with the ATLAS detector journal November 2017
Search for diboson resonances with boson-tagged jets in pp collisions at s = 13  TeV with the ATLAS detector journal February 2018
Search for W ′  →  tb decays in the hadronic final state using pp collisions at s = 13 TeV with the ATLAS detector journal June 2018
Search for a massive resonance decaying to a pair of Higgs bosons in the four b quark final state in proton–proton collisions at s = 13 TeV journal June 2018
Search for light resonances decaying to boosted quark pairs and produced in association with a photon or a jet in proton–proton collisions at s = 13 TeV with the ATLAS detector journal January 2019
The anti- k t jet clustering algorithm journal April 2008
Beam-induced and cosmic-ray backgrounds observed in the ATLAS detector during the LHC 2012 proton-proton running period journal May 2016
Identification of b-quark jets with the CMS experiment journal April 2013
On the Problem of the Most Efficient Tests of Statistical Hypotheses
  • Neyman, J.; Pearson, E. S.
  • Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, Vol. 231, Issue 694-706 https://doi.org/10.1098/rsta.1933.0009
journal January 1933
Pion-Pion Interaction in the Reaction p ¯ + p → 2 π + + 2 π − + n π 0 journal June 1962
Search for new physics in e μ X data at DØ using SLEUTH: A quasi-model-independent search strategy for new physics journal October 2000
Quasi-model-independent search for new physics at large transverse momentum journal June 2001
Model-independent and quasi-model-independent search for new physics at CDF journal July 2008
Global search for new physics with 2.0     fb − 1 at CDF journal January 2009
Jet substructure classification in high-energy physics with deep neural networks journal May 2016
Parton shower uncertainties in jet substructure analyses with deep neural networks journal January 2017
Search for new phenomena in dijet events using 37     fb − 1 of p p collision data collected at s = 13     TeV with the ATLAS detector journal September 2017
Decorrelated jet substructure tagging using adversarial neural networks journal October 2017
Search for massive resonances decaying into W W , W Z , Z Z , q W , and q Z with dijet final states at s = 13     TeV journal April 2018
Learning to classify from impure samples with high-dimensional data journal July 2018
Search for pair-produced dijet resonances in four-jet final states in p p collisions at s = 7     TeV journal April 2013
Search for Narrow Resonances Decaying to Dijets in Proton-Proton Collisions at s = 13     TeV journal February 2016
Search for Low Mass Vector Resonances Decaying to Quark-Antiquark Pairs in Proton-Proton Collisions at s = 13     TeV journal September 2017
Inclusive Search for a Highly Boosted Higgs Boson Decaying to a Bottom Quark-Antiquark Pair journal February 2018
Trial factors for the look elsewhere effect in high energy physics journal October 2010
Asymptotic formulae for likelihood-based tests of new physics journal February 2011
FastJet user manual: (for version 3.0.2) journal March 2012
Search for pair-produced massive coloured scalars in four-jet final states with the ATLAS detector in proton–proton collisions at $\sqrt{s} = 7\ \mbox{TeV}$ journal January 2013
Erratum to: Asymptotic formulae for likelihood-based tests of new physics journal July 2013
Light-quark and gluon jet discrimination in $$pp$$ p p collisions at $$\sqrt{s}=7\mathrm {\ TeV}$$ s = 7 TeV with the ATLAS detector journal August 2014
Identification of boosted, hadronically decaying W bosons and comparisons with ATLAS data taken at $$\sqrt{s} = 8$$ s = 8  TeV journal March 2016
Stealth multiboson signals journal October 2017
A search for pair-produced resonances in four-jet final states at $$\sqrt{s}=13$$ s = 13 $$\text {TeV}$$ TeV with the ATLAS detector journal March 2018
Running bumps from stealth bosons journal March 2018
Deep-learned Top Tagging with a Lorentz Layer journal January 2018

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