W-jet Tagging: Optimizing the Identification of Boosted Hadronically-Decaying W Bosons
arXiv:1012.2077 · doi:10.1103/PhysRevD.83.074023
Abstract
A method is proposed for distinguishing highly boosted hadronically decaying W's (W-jets) from QCD-jets using jet substructure. Previous methods, such as the filtering/mass-drop method, can give a factor of ~2 improvement in S/sqrt(B) for jet pT > 200 GeV. In contrast, a multivariate approach including new discriminants such as R-cores, which characterize the shape of the W-jet, subjet planar flow, and grooming-sensitivities is shown to provide a much larger factor of ~5 improvement in S/sqrt(B). For longitudinally polarized W's, such as those coming from many new physics models, the discrimination is even better. Comparing different Monte Carlo simulations, we observe a sensitivity of some variables to the underlying event; however, even with a conservative estimates, the multivariate approach is very powerful. Applications to semileptonic WW resonance searches and all-hadronic W+jet searches at the LHC are also discussed. Code implementing our W-jet tagging algorithm is publicly available at http://jets.physics.harvard.edu/wtag
Version to appear in PRD
References in corpus (32)
- A Brief Introduction to PYTHIA 8.1
- Herwig++ Physics and Manual
- Dispelling the N^3 myth for the Kt jet-finder
- MadGraph/MadEvent v4: The New Web Generation
- Jet substructure as a new Higgs search channel at the LHC
- Identifying Boosted Objects with N-subjettiness
- Jet Trimming
- Boosted Decision Trees as an Alternative to Artificial Neural Networks for Particle Identification
- Towards a Realistic Model of Higgsless Electroweak Symmetry Breaking
- Top-tagging: A Method for Identifying Boosted Hadronic Tops
- Recombination Algorithms and Jet Substructure: Pruning as a Tool for Heavy Particle Searches
- Fat Jets for a Light Higgs
- Techniques for improved heavy particle searches with jet substructure
- Stop Reconstruction with Tagged Tops
- Strategies to Identify Boosted Tops
- WW scattering at the LHC
- Substructure of high-p_T Jets at the LHC
- LHC Signals for Warped Electroweak Neutral Gauge Bosons
- Seeing in Color: Jet Superstructure
- Top Jets at the LHC
- Minimal Z' models: present bounds and early LHC reach
- Template Overlap Method for Massive Jets
- Discovering the Higgs Boson in New Physics Events using Jet Substructure
- Combining subjet algorithms to enhance ZH detection at the LHC
- Discovering Higgs Bosons of the MSSM using Jet Substructure
- Measuring the Polarization of Boosted Hadronic Tops
- Rest Frame Subjet Algorithm With SISCone Jet For Fully Hadronic Decaying Higgs Search
- Search for the Elusive Higgs Boson Using Jet Structure at LHC
- Jet Substructure and the Search for Neutral Spin-One Resonances in Electroweak Boson Channels
- Boosting Higgs discovery - the forgotten channel
- Boosted Top Quark Signals for Heavy Vector Boson Excitations in a Universal Extra Dimension Model
- Signals for New Spin-1 Resonances in Electroweak Gauge Boson Pair Production at the LHC
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- Soft Drop
- ParticleNet: Jet Tagging via Particle Clouds
- Energy Correlation Functions for Jet Substructure
- Jet Substructure at the Tevatron and LHC: New results, new tools, new benchmarks
- Deep-learned Top Tagging with a Lorentz Layer
- Performance of jet substructure techniques for large-R jets in proton-proton collisions at sqrt(s) = 7 TeV using the ATLAS detector
- Finding physics signals with shower deconstruction
- Identification techniques for highly boosted W bosons that decay into hadrons
- Uncovering latent jet substructure
- Jet Substructure Without Trees
- Identification of boosted, hadronically decaying W bosons and comparisons with ATLAS data taken at TeV
- Precision Jet Substructure from Boosted Event Shapes
- Jet Charge and Machine Learning
- Qjets: A Non-Deterministic Approach to Tree-Based Jet Substructure
- Non-global Logarithms at 3 Loops, 4 Loops, 5 Loops and Beyond
- ATLAS measurements of the properties of jets for boosted particle searches
- Resummation of Jet Mass at Hadron Colliders
- Jet Substructure Studies with CMS Open Data
- How to Improve Top Tagging
- Mapping Machine-Learned Physics into a Human-Readable Space
- Boosting Top Partner Searches in Composite Higgs Models
- New approach to identifying boosted hadronically-decaying particle using jet substructure in its center-of-mass frame
- Non-global logarithms at finite Nc beyond leading order
- Jet mass with a jet veto at two loops and the universality of non-global structure
- Searching for Heavy Charged Higgs Boson with Jet Substructure at the LHC
- Composite Octet Searches with Jet Substructure
- Three-particle templates for boosted Higgs
- Jet Substructure by Accident
- Machine Learning in High Energy Physics: A review of heavy-flavor jet tagging at the LHC
- Heavy Vector Partners of the Light Composite Higgs
- Boosted Multijet Resonances and New Color-Flow Variables
- Structure of Fat Jets at the Tevatron and Beyond
- Three-Prong Distribution of Massive Narrow QCD Jets
- Unconstraining the Unhiggs
- Boosted top quarks in supersymmetric cascade decays at the LHC
- LHC searches for heavy neutral Higgs bosons with a top jet substructure analysis
- Hadronic search at the LHC with top and W taggers
- Jet Substructure Templates: Data-driven QCD Backgrounds for Fat Jet Searches
- Using Jet Substructure at the LHC to Search for the Light Higgs Bosons of the CP-Violating MSSM
- The Diboson Excess: Experimental Situation and Classification of Explanations; A Les Houches Pre-Proceeding
- Pileup and Infrared Radiation Annihilation (PIRANHA): A Paradigm for Continuous Jet Grooming
- Uncover Compressed Supersymmetry via Boosted Bosons from the Heavier Stop/Sbottom
- Disentangling Strong Dynamics through Quantum Interferometry
- Telescoping jet substructure
- A comparative study of jet substructure taggers
- New light on WW scattering at the LHC with W jet tagging
- Tracking the Identities of Boosted Particles
- SpartyJet 4.0 User's Manual
- Hollow cone sieve for top
- Top quark physics in the Large Hadron Collider era
- Jet Radiation Radius
- Doubly resonant WW plus jet signatures at the LHC
- Hollow cone sieve for top tagging
- Perturbative QCD for the LHC
- Substructure of Boosted Jets