Built on

A. Azatov, D. Barducci and E. Venturini, Precision diboson measurements at hadron colliders , JHEP 04
Original
1901
Earlier work this paper cites.
J. Brehmer, F. Kling, I. Espejo and K. Cranmer, MadMiner: Machine learning-based inference for particle physics , Comput. Softw. Big Sci. 4
Original
1907
Earlier work this paper cites.
J. Baglio, S. Dawson and S. Homiller, QCD corrections in Standard Model EFT fits to W Z WZ and W W WW production , Phys. Rev. D 100
Original
1909
Earlier work this paper cites.
G. Cuomo, L. Vecchi and A. Wulzer, Goldstone Equivalence and High Energy Electroweak Physics , SciPost Phys. 8
Original
1911
Earlier work this paper cites.
S. Banerjee, R. S. Gupta, J. Y. Reiness, S. Seth and M. Spannowsky, Towards the ultimate differential SMEFT analysis , 1912.07628
Original
1912
Earlier work this paper cites.
J. Neyman and E. S. Pearson, On the Problem of the Most Efficient Tests of Statistical Hypotheses , Phil. Trans. Roy. Soc. Lond. A 231
1933
Earlier work this paper cites.
M. J. Duncan, G. L. Kane and W. W. Repko, A New Standard Model Test for Future Colliders , Phys. Rev. Lett. 55
1985
Earlier work this paper cites.
W. Buchmuller and D. Wyler, Effective Lagrangian Analysis of New Interactions and Flavor Conservation , Nucl. Phys. B 268
1986
Earlier work this paper cites.
K. Hagiwara, R. Peccei, D. Zeppenfeld and K. Hikasa, Probing the Weak Boson Sector in e + e − → W + W − e^{+}e^{-}\rightarrow W^{+}W^{-} , Nucl. Phys. B 282
1987
Earlier work this paper cites.
K. Kondo, Dynamical Likelihood Method for Reconstruction of Events With Missing Momentum. 1: Method and Toy Models , J. Phys. Soc. Jap. 57
1988
Earlier work this paper cites.
I. Dunietz, H. R. Quinn, A. Snyder, W. Toki and H. J. Lipkin, How to extract CP violating asymmetries from angular correlations , Phys. Rev. D 43
1991
Earlier work this paper cites.
D. Atwood and A. Soni, Analysis for magnetic moment and electric dipole moment form-factors of the top quark via e + e − → t t ¯ e^{+}e^{-}\rightarrow t{\overline{t}} , Phys. Rev. D 45
1992
Earlier work this paper cites.
M. Diehl and O. Nachtmann, Optimal observables for the measurement of three gauge boson couplings in e + e − → W + W − e^{+}e^{-}\rightarrow W^{+}W^{-} , Z. Phys. C 62
1994
Earlier work this paper cites.
U. Baur, T. Han and J. Ohnemus, Amplitude zeros in W+- Z production , Phys. Rev. Lett. 72
1994
Earlier work this paper cites.
L. J. Dixon and Y. Shadmi, Testing gluon selfinteractions in three jet events at hadron colliders , Nucl. Phys. B 423
1994
Earlier work this paper cites.

Similar

G. Cowan, Statistical data analysis . Oxford University Press, USA, 1998
1998
Cited alongside, same era.
A. S. Dighe, I. Dunietz and R. Fleischer, Extracting CKM phases and B s − B ¯ s B_{s}-\bar{B}_{s} mixing parameters from angular distributions of nonleptonic B B decays , Eur. Phys. J. C 6
1999
Cited alongside, same era.
M. Anthony and P. L. Bartlett, Neural Network Learning: Theoretical Foundations . Cambridge University Press., 1999
1999
Cited alongside, same era.
T. Sjostrand, S. Mrenna and P. Z. Skands, PYTHIA 6.4 Physics and Manual , JHEP 05
2006
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G. Giudice, C. Grojean, A. Pomarol and R. Rattazzi, The Strongly-Interacting Light Higgs , JHEP 06
2007
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Then

P. Baldi, K. Cranmer, T. Faucett, P. Sadowski and D. Whiteson, Parameterized neural networks for high-energy physics , Eur. Phys. J. C 76
Original
2016
Later among the works it cites.
A. Falkowski, M. Gonzalez-Alonso, A. Greljo and D. Marzocca, Global constraints on anomalous triple gauge couplings in effective field theory approach , Phys. Rev. Lett. 116
Original
2016
Later among the works it cites.
A. Butter, O. J. P. Éboli, J. Gonzalez-Fraile, M. Gonzalez-Garcia, T. Plehn and M. Rauch, The Gauge-Higgs Legacy of the LHC Run I , JHEP 07
Original
2016
Later among the works it cites.
D. R. Green, P. Meade and M.-A. Pleier, Multiboson interactions at the LHC , Rev. Mod. Phys. 89
Original
2017
Later among the works it cites.
A. Azatov, J. Elias-Miro, Y. Reyimuaji and E. Venturini, Novel measurements of anomalous triple gauge couplings for the LHC , JHEP 10

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2020

Parametrized classifiers for optimal EFT sensitivity

Chen, Siyu, Glioti, Alfredo, Panico, Giuliano et al.

Understand

We study unbinned multivariate analysis techniques, based on Statistical Learning, for indirect new physics searches at the LHC in the Effective Field Theory framework.

We focus in particular on high-energy $ZW$ production with fully leptonic decays, modeled at different degrees of refinement up to NLO in QCD.
We show that a considerable gain in sensitivity is possible compared with current projections based on binned analyses.
As expected, the gain is particularly significant for those operators that display a complex pattern of interference with the Standard Model amplitude.

Built on

A. Azatov, D. Barducci and E. Venturini, Precision diboson measurements at hadron colliders , JHEP 04
Original
1901
Earlier work this paper cites.
J. Brehmer, F. Kling, I. Espejo and K. Cranmer, MadMiner: Machine learning-based inference for particle physics , Comput. Softw. Big Sci. 4
Original
1907
Earlier work this paper cites.
J. Baglio, S. Dawson and S. Homiller, QCD corrections in Standard Model EFT fits to W Z WZ and W W WW production , Phys. Rev. D 100
Original
1909
Earlier work this paper cites.
G. Cuomo, L. Vecchi and A. Wulzer, Goldstone Equivalence and High Energy Electroweak Physics , SciPost Phys. 8
Original
1911
Earlier work this paper cites.
S. Banerjee, R. S. Gupta, J. Y. Reiness, S. Seth and M. Spannowsky, Towards the ultimate differential SMEFT analysis , 1912.07628
Original
1912
Earlier work this paper cites.
J. Neyman and E. S. Pearson, On the Problem of the Most Efficient Tests of Statistical Hypotheses , Phil. Trans. Roy. Soc. Lond. A 231
1933
Earlier work this paper cites.
M. J. Duncan, G. L. Kane and W. W. Repko, A New Standard Model Test for Future Colliders , Phys. Rev. Lett. 55
1985
Earlier work this paper cites.
W. Buchmuller and D. Wyler, Effective Lagrangian Analysis of New Interactions and Flavor Conservation , Nucl. Phys. B 268
1986
Earlier work this paper cites.
K. Hagiwara, R. Peccei, D. Zeppenfeld and K. Hikasa, Probing the Weak Boson Sector in e + e − → W + W − e^{+}e^{-}\rightarrow W^{+}W^{-} , Nucl. Phys. B 282
1987
Earlier work this paper cites.
K. Kondo, Dynamical Likelihood Method for Reconstruction of Events With Missing Momentum. 1: Method and Toy Models , J. Phys. Soc. Jap. 57
1988
Earlier work this paper cites.
I. Dunietz, H. R. Quinn, A. Snyder, W. Toki and H. J. Lipkin, How to extract CP violating asymmetries from angular correlations , Phys. Rev. D 43
1991
Earlier work this paper cites.
D. Atwood and A. Soni, Analysis for magnetic moment and electric dipole moment form-factors of the top quark via e + e − → t t ¯ e^{+}e^{-}\rightarrow t{\overline{t}} , Phys. Rev. D 45
1992
Earlier work this paper cites.
M. Diehl and O. Nachtmann, Optimal observables for the measurement of three gauge boson couplings in e + e − → W + W − e^{+}e^{-}\rightarrow W^{+}W^{-} , Z. Phys. C 62
1994
Earlier work this paper cites.
U. Baur, T. Han and J. Ohnemus, Amplitude zeros in W+- Z production , Phys. Rev. Lett. 72
1994
Earlier work this paper cites.
L. J. Dixon and Y. Shadmi, Testing gluon selfinteractions in three jet events at hadron colliders , Nucl. Phys. B 423
1994
Earlier work this paper cites.

Similar

G. Cowan, Statistical data analysis . Oxford University Press, USA, 1998
1998
Cited alongside, same era.
A. S. Dighe, I. Dunietz and R. Fleischer, Extracting CKM phases and B s − B ¯ s B_{s}-\bar{B}_{s} mixing parameters from angular distributions of nonleptonic B B decays , Eur. Phys. J. C 6
1999
Cited alongside, same era.
M. Anthony and P. L. Bartlett, Neural Network Learning: Theoretical Foundations . Cambridge University Press., 1999
1999
Cited alongside, same era.
T. Sjostrand, S. Mrenna and P. Z. Skands, PYTHIA 6.4 Physics and Manual , JHEP 05
2006
Cited alongside, same era.
G. Giudice, C. Grojean, A. Pomarol and R. Rattazzi, The Strongly-Interacting Light Higgs , JHEP 06
2007
Cited alongside, same era.

Then

P. Baldi, K. Cranmer, T. Faucett, P. Sadowski and D. Whiteson, Parameterized neural networks for high-energy physics , Eur. Phys. J. C 76
Original
2016
Later among the works it cites.
A. Falkowski, M. Gonzalez-Alonso, A. Greljo and D. Marzocca, Global constraints on anomalous triple gauge couplings in effective field theory approach , Phys. Rev. Lett. 116
Original
2016
Later among the works it cites.
A. Butter, O. J. P. Éboli, J. Gonzalez-Fraile, M. Gonzalez-Garcia, T. Plehn and M. Rauch, The Gauge-Higgs Legacy of the LHC Run I , JHEP 07
Original
2016
Later among the works it cites.
D. R. Green, P. Meade and M.-A. Pleier, Multiboson interactions at the LHC , Rev. Mod. Phys. 89
Original
2017
Later among the works it cites.
A. Azatov, J. Elias-Miro, Y. Reyimuaji and E. Venturini, Novel measurements of anomalous triple gauge couplings for the LHC , JHEP 10

Beyond the bibliography

alphaXiv searches the wider corpus for related work and actual follow-ups.

Open on alphaXiv

alphaXiv is searching for related work…

T. Sjostrand, S. Mrenna and P. Z. Skands, A Brief Introduction to PYTHIA 8.1 , Comput. Phys. Commun. 178

Original

2007

Cited alongside, same era.

B. Grzadkowski, M. Iskrzynski, M. Misiak and J. Rosiek, Dimension-Six Terms in the Standard Model Lagrangian , JHEP 10

Original

2010

Cited alongside, same era.

P. Artoisenet, V. Lemaitre, F. Maltoni and O. Mattelaer, Automation of the matrix element reweighting method , JHEP 12

Original

2010

Cited alongside, same era.

F. Fiedler, A. Grohsjean, P. Haefner and P. Schieferdecker, The Matrix Element Method and its Application in Measurements of the Top Quark Mass , Nucl. Instrum. Meth. A 624

Original

2010

Cited alongside, same era.

E. Conte, B. Fuks and G. Serret, MadAnalysis 5, A User-Friendly Framework for Collider Phenomenology , Comput. Phys. Commun. 184

Original

2013

Cited alongside, same era.

I. Anderson et al., Constraining Anomalous HVV Interactions at Proton and Lepton Colliders , Phys. Rev. D 89

Original

2014

Cited alongside, same era.

J. Alwall, R. Frederix, S. Frixione, V. Hirschi, F. Maltoni, O. Mattelaer et al., The automated computation of tree-level and next-to-leading order differential cross sections, and their matching to parton shower simulations , JHEP 07

Original

2014

Cited alongside, same era.

Original

2017