User menu

Playing tag with ANN: boosted top identification with pattern recognition

Bibliographic reference Almeida, Leandro G. ; Backovic , Mihailo ; Cliche, Mathieu ; Lee, Seung J. ; Perelstein, Maxim. Playing tag with ANN: boosted top identification with pattern recognition. In: Journal of High Energy Physics, Vol. 2015, no.7, p. 86 [1-21] (2015)
Permanent URL http://hdl.handle.net/2078.1/172801
  1. Perez Gilad, Top quark theory and the new physics searches frontier, 10.1088/0031-8949/2013/t158/014008
  2. K. Agashe, A. Belyaev, T. Krupovnickas, G. Perez and J. Virzi, LHC Signals from Warped Extra Dimensions, Phys. Rev. D 77 (2008) 015003 [ hep-ph/0612015 ] [ INSPIRE ].
  3. Lillie Ben, Randall Lisa, Wang Lian-Tao, The Bulk RS KK-gluon at the LHC, 10.1088/1126-6708/2007/09/074
  4. Perelstein Maxim, Spray Andrew, Four boosted tops from a Regge gluon, 10.1007/jhep09(2011)008
  5. Plehn Tilman, Spannowsky Michael, Takeuchi Michihisa, Zerwas Dirk, Stop reconstruction with tagged tops, 10.1007/jhep10(2010)078
  6. J. Berger, M. Perelstein, M. Saelim and A. Spray, Boosted Tops from Gluino Decays, arXiv:1111.6594 [ INSPIRE ].
  7. A. Azatov, M. Salvarezza, M. Son and M. Spannowsky, Boosting Top Partner Searches in Composite Higgs Models, Phys. Rev. D 89 (2014) 075001 [ arXiv:1308.6601 ] [ INSPIRE ].
  8. Flacke Thomas, Kim Jeong Han, Lee Seung J., Lim Sung Hak, Constraints on composite quark partners from Higgs searches, 10.1007/jhep05(2014)123
  9. M. Backović, G. Perez, T. Flacke and S.J. Lee, LHC Top Partner Searches Beyond the 2 TeV Mass Region, arXiv:1409.0409 [ INSPIRE ].
  10. Backović Mihailo, Flacke Thomas, Kim Jeong Han, Lee Seung J., Boosted event topologies from TeV scale light quark composite partners, 10.1007/jhep04(2015)082
  11. Gripaios Ben, Müller Thibaut, Parker M. A., Sutherland Dave, Search strategies for top partners in composite Higgs models, 10.1007/jhep08(2014)171
  12. Reuter Jürgen, Tonini Marco, Top Partner Discovery in the T → tZ channel at the LHC, 10.1007/jhep01(2015)088
  13. Plehn Tilman, Spannowsky Michael, Top tagging, 10.1088/0954-3899/39/8/083001
  14. Altheimer A, Arora S, Asquith L, Brooijmans G, Butterworth J, Campanelli M, Chapleau B, Cholakian A E, Chou J P, Dasgupta M, Davison A, Dolen J, Ellis S D, Essig R, Fan J J, Field R, Fregoso A, Gallicchio J, Gershtein Y, Gomes A, Haas A, Halkiadakis E, Halyo V, Hoeche S, Hook A, Hornig A, Huang P, Izaguirre E, Jankowiak M, Kribs G, Krohn D, Larkoski A J, Lath A, Lee C, Lee S J, Loch P, Maksimovic P, Martinez M, Miller D W, Plehn T, Prokofiev K, Rahmat R, Rappoccio S, Safonov A, Salam G P, Schumann S, Schwartz M D, Schwartzman A, Seymour M, Shao J, Sinervo P, Son M, Soper D E, Spannowsky M, Stewart I W, Strassler M, Strauss E, Takeuchi M, Thaler J, Thomas S, Tweedie B, Sierra R Vasquez, Vermilion C K, Villaplana M, Vos M, Wacker J, Walker D, Walsh J R, Wang L-T, Wilbur S, Zhu W, Jet substructure at the Tevatron and LHC: new results, new tools, new benchmarks, 10.1088/0954-3899/39/6/063001
  15. Jankowiak Martin, Larkoski Andrew J., Jet substructure without trees, 10.1007/jhep06(2011)057
  16. J.D. Bjorken and S.J. Brodsky, Statistical Model for electron-Positron Annihilation Into Hadrons, Phys. Rev. D 1 (1970) 1416 [ INSPIRE ].
  17. Thaler Jesse, Wang Lian-Tao, Strategies to identify boosted tops, 10.1088/1126-6708/2008/07/092
  18. L.G. Almeida, S.J. Lee, G. Perez, G.F. Sterman, I. Sung and J. Virzi, Substructure of high-p T Jets at the LHC, Phys. Rev. D 79 (2009) 074017 [ arXiv:0807.0234 ] [ INSPIRE ].
  19. Butterworth Jonathan M., Davison Adam R., Rubin Mathieu, Salam Gavin P., Jet Substructure as a New Higgs-Search Channel at the Large Hadron Collider, 10.1103/physrevlett.100.242001
  20. Krohn David, Thaler Jesse, Wang Lian-Tao, Jet trimming, 10.1007/jhep02(2010)084
  21. S.D. Ellis, C.K. Vermilion and J.R. Walsh, Recombination Algorithms and Jet Substructure: Pruning as a Tool for Heavy Particle Searches, Phys. Rev. D 81 (2010) 094023 [ arXiv:0912.0033 ] [ INSPIRE ].
  22. Plehn Tilman, Salam Gavin P., Spannowsky Michael, Fat Jets for a Light Higgs Boson, 10.1103/physrevlett.104.111801
  23. Kaplan David E., Rehermann Keith, Schwartz Matthew D., Tweedie Brock, Top Tagging: A Method for Identifying Boosted Hadronically Decaying Top Quarks, 10.1103/physrevlett.101.142001
  24. Thaler Jesse, Van Tilburg Ken, Identifying boosted objects with N-subjettiness, 10.1007/jhep03(2011)015
  25. Thaler Jesse, Van Tilburg Ken, Maximizing boosted top identification by minimizing N-subjettiness, 10.1007/jhep02(2012)093
  26. L.G. Almeida, O. Erdogan, J. Juknevich, S.J. Lee, G. Perez and G. Sterman, Three-particle templates for a boosted Higgs boson, Phys. Rev. D 85 (2012) 114046 [ arXiv:1112.1957 ] [ INSPIRE ].
  27. L.G. Almeida, S.J. Lee, G. Perez, G. Sterman and I. Sung, Template Overlap Method for Massive Jets, Phys. Rev. D 82 (2010) 054034 [ arXiv:1006.2035 ] [ INSPIRE ].
  28. Backović Mihailo, Juknevich José, Perez Gilad, Boosting the standard model Higgs signal with the Template Overlap Method, 10.1007/jhep07(2013)114
  29. Backović Mihailo, Gabizon Ofir, Juknevich José, Perez Gilad, Soreq Yotam, Measuring boosted tops in semi-leptonic $ t\overline{t} $ events for the standard model and beyond, 10.1007/jhep04(2014)176
  30. Abazov V. M., Abbott B., Abdesselam A., Abolins M., Abramov V., Acharya B. S., Adams D. L., Adams M., Ahmed S. N., Alexeev G. D., Alton A., Alves G. A., Arnoud Y., Avila C., Babintsev V. V., Babukhadia L., Bacon T. C., Baden A., Baffioni S., Baldin B., Balm P. W., Banerjee S., Barberis E., Baringer P., Barreto J., Bartlett J. F., Bassler U., Bauer D., Bean A., Beaudette F., Begel M., Belyaev A., Beri S. B., Bernardi G., Bertram I., Besson A., Beuselinck R., Bezzubov V. A., Bhat P. C., Bhatnagar V., Bhattacharjee M., Blazey G., Blekman F., Blessing S., Boehnlein A., Bojko N. I., Bolton T. A., Borcherding F., Bos K., Bose T., Brandt A., Briskin G., Brock R., Brooijmans G., Bross A., Buchholz D., Buehler M., Buescher V., Burtovoi V. S., Butler J. M., Canelli F., Carvalho W., Casey D., Castilla-Valdez H., Chakraborty D., Chan K. M., Chekulaev S. V., Cho D. K., Choi S., Chopra S., Claes D., Clark A. R., Connolly B., Cooper W. E., Coppage D., Crépé-Renaudin S., Cummings M. A. C., Cutts D., da Motta H., Davis G. A., De K., de Jong S. J., Demarteau M., Demina R., Demine P., Denisov D., Denisov S. P., Desai S., Diehl H. T., Diesburg M., Doulas S., Dudko L. V., Duflot L., Dugad S. R., Duperrin A., Dyshkant A., Edmunds D., Ellison J., Eltzroth J. T., Elvira V. D., Engelmann R., Eno S., Eppley G., Ermolov P., Eroshin O. V., Estrada J., Evans H., Evdokimov V. N., Ferbel T., Filthaut F., Fisk H. E., Fortner M., Fox H., Fu S., Fuess S., Gallas E., Galyaev A. N., Gao M., Gavrilov V., Genik II R. J., Genser K., Gerber C. E., Gershtein Y., Ginther G., Gómez B., Goncharov P. I., Gounder K., Goussiou A., Grannis P. D., Greenlee H., Greenwood Z. D., Grinstein S., Groer L., Grünendahl S., Grünewald M. W., Gurzhiev S. N., Gutierrez G., Gutierrez P., Hadley N. J., Haggerty H., Hagopian S., Hagopian V., Hall R. E., Han C., Hansen S., Hauptman J. M., Hebert C., Hedin D., Heinmiller J. M., Heinson A. P., Heintz U., Hildreth M. D., Hirosky R., Hobbs J. D., Hoeneisen B., Huang J., Huang Y., Iashvili I., Illingworth R., Ito A. S., Jaffré M., Jain S., Jesik R., Johns K., Johnson M., Jonckheere A., Jöstlein H., Juste A., Kahl W., Kahn S., Kajfasz E., Kalinin A. M., Karmanov D., Karmgard D., Kehoe R., Kesisoglou S., Khanov A., Kharchilava A., Klima B., Kohli J. M., Kostritskiy A. V., Kotcher J., Kothari B., Kozelov A. V., Kozlovsky E. A., Krane J., Krishnaswamy M. R., Krivkova P., Krzywdzinski S., Kubantsev M., Kuleshov S., Kulik Y., Kunori S., Kupco A., Kuznetsov V. E., Landsberg G., Lee W. M., Leflat A., Lehner F., Leonidopoulos C., Li J., Li Q. Z., Lima J. G. R., Lincoln D., Linn S. L., Linnemann J., Lipton R., Lucotte A., Lueking L., Lundstedt C., Luo C., Maciel A. K. A., Madaras R. J., Malyshev V. L., Manankov V., Mao H. S., Marshall T., Martin M. I., Mattingly S. E. K., Mayorov A. A., McCarthy R., McMahon T., Melanson H. L., Melnitchouk A., Merkin A., Merritt K. W., Miao C., Miettinen H., Mihalcea D., Mokhov N., Mondal N. K., Montgomery H. E., Moore R. W., Mutaf Y. D., Nagy E., Narain M., Narasimham V. S., Naumann N. A., Neal H. A., Negret J. P., Nelson S., Nomerotski A., Nunnemann T., O'Neil D., Oguri V., Oshima N., Padley P., Papageorgiou K., Parashar N., Partridge R., Parua N., Patwa A., Peters O., Pétroff P., Piegaia R., Pope B. G., Prosper H. B., Protopopescu S., Przybycien M. B., Qian J., Rajagopalan S., Rapidis P. A., Reay N. W., Reucroft S., Ridel M., Rijssenbeek M., Rizatdinova F., Rockwell T., Royon C., Rubinov P., Ruchti R., Sabirov B. M., Sajot G., Santoro A., Sawyer L., Schamberger R. D., Schellman H., Schwartzman A., Shabalina E., Shivpuri R. K., Shpakov D., Shupe M., Sidwell R. A., Simak V., Sirotenko V., Slattery P., Smith R. P., Snow G. R., Snow J., Snyder S., Solomon J., Song Y., Sorín V., Sosebee M., Sotnikova N., Soustruznik K., Souza M., Stanton N. R., Steinbrück G., Stoker D., Stolin V., Stone A., Stoyanova D. A., Strang M. A., Strauss M., Strovink M., Stutte L., Sznajder A., Talby M., Taylor W., Tentindo-Repond S., Trippe T. G., Turcot A. S., Tuts P. M., Van Kooten R., Vaniev V., Varelas N., Villeneuve-Seguier F., Volkov A. A., Vorobiev A. P., Wahl H. D., Wang Z.-M., Warchol J., Watts G., Wayne M., Weerts H., White A., Whiteson D., Wijngaarden D. A., Willis S., Wimpenny S. J., Womersley J., Wood D. R., Xu Q., Yamada R., Yasuda T., Yatsunenko Y. A., Yip K., Yu J., Zanabria M., Zhang X., Zhou B., Zhou Z., Zielinski M., Zieminska D., Zieminski A., Zutshi V., Zverev E. G., Zylberstejn A., A precision measurement of the mass of the top quark, 10.1038/nature02589
  31. Artoisenet Pierre, Lemaître Vincent, Maltoni Fabio, Mattelaer Olivier, Automation of the matrix element reweighting method, 10.1007/jhep12(2010)068
  32. D.E. Soper and M. Spannowsky, Finding physics signals with shower deconstruction, Phys. Rev. D 84 (2011) 074002 [ arXiv:1102.3480 ] [ INSPIRE ].
  33. D.E. Soper and M. Spannowsky, Finding top quarks with shower deconstruction, Phys. Rev. D 87 (2013) 054012 [ arXiv:1211.3140 ] [ INSPIRE ].
  34. Larkoski Andrew J., Marzani Simone, Soyez Gregory, Thaler Jesse, Soft drop, 10.1007/jhep05(2014)146
  35. ATLAS collaboration, A search for t t ¯ $$ t\overline{t} $$ resonances in lepton+jets events with highly boosted top quarks collected in pp collisions at s = 7 $$ \sqrt{s}=7 $$ TeV with the ATLAS detector, JHEP 09 (2012) 041 [ arXiv:1207.2409 ] [ INSPIRE ].
  36. ATLAS collaboration, Search for resonances decaying into top-quark pairs using fully hadronic decays in pp collisions with ATLAS at s = 7 $$ \sqrt{s}=7 $$ TeV, JHEP 01 (2013) 116 [ arXiv:1211.2202 ] [ INSPIRE ].
  37. CMS collaboration, A Cambridge-Aachen (C-A) based Jet Algorithm for boosted top-jet tagging, CMS-PAS-JME-09-001 (2009).
  38. CMS collaboration, Jet Substructure Algorithms, CMS-PAS-JME-10-013 (2011).
  39. Cogan Josh, Kagan Michael, Strauss Emanuel, Schwarztman Ariel, Jet-images: computer vision inspired techniques for jet tagging, 10.1007/jhep02(2015)118
  40. Dremin I. M., Eyyubova G. Kh., Korotkikh V. L., Sarycheva L. I., Two-dimensional discrete wavelet analysis of multiparticle event topology in heavy ion collisions, 10.1007/s12648-011-0015-9
  41. I. Volobouev, FFTJet: A Package for Multiresolution Particle Jet Reconstruction in the Fourier Domain, arXiv:0907.0270 [ INSPIRE ].
  42. Rentala Vikram, Shepherd William, Tait Tim M. P., Tagging boosted Ws with wavelets, 10.1007/jhep08(2014)042
  43. J.W. Monk, Wavelet Analysis: Event De-noising, Shower Evolution and Jet Substructure Without Jets, arXiv:1405.5008 [ INSPIRE ].
  44. Maltoni Fabio, Stelzer Tim, MadEvent: automatic event generation with MadGraph, 10.1088/1126-6708/2003/02/027
  45. Sjöstrand Torbjörn, Mrenna Stephen, Skands Peter, PYTHIA 6.4 physics and manual, 10.1088/1126-6708/2006/05/026
  46. Sjöstrand Torbjörn, Mrenna Stephen, Skands Peter, A brief introduction to PYTHIA 8.1, 10.1016/j.cpc.2008.01.036
  47. Cacciari Matteo, Salam Gavin P., Soyez Gregory, FastJet user manual : (for version 3.0.2), 10.1140/epjc/s10052-012-1896-2
  48. Cacciari Matteo, Salam Gavin P, Soyez Gregory, The anti-kt jet clustering algorithm, 10.1088/1126-6708/2008/04/063
  49. C.M. Bishop, Neural Networks for Pattern Recognition, fist edition, Oxford University Press, Oxford U.K. (1996).
  50. P. Werbos, Beyond regression: new tools for prediction and analysis in the behavioral sciences, Ph.D. Thesis, Harvard University, U.S.A. (1975).
  51. S. Marsland, Machine Learning: An Algorithmic Perspective, first edition, Chapman & Hall/CRC, (2009).
  52. Y. Freund and R.E. Schapire, A short introduction to boosting, in In Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence, Morgan Kaufmann, (1999), pp. 1401-1406.
  53. Larkoski Andrew J., Thaler Jesse, Unsafe but calculable: ratios of angularities in perturbative QCD, 10.1007/jhep09(2013)137
  54. A. Hook, E. Izaguirre, M. Lisanti and J.G. Wacker, High Multiplicity Searches at the LHC Using Jet Masses, Phys. Rev. D 85 (2012) 055029 [ arXiv:1202.0558 ] [ INSPIRE ].
  55. Cohen Timothy, Izaguirre Eder, Lisanti Mariangela, Lou Hou Keong, Jet substructure by accident, 10.1007/jhep03(2013)161
  56. Backović Mihailo, Juknevich José, TemplateTagger v1.0.0: A template matching tool for jet substructure, 10.1016/j.cpc.2013.12.018
  57. ATLAS collaboration, Search for t t ¯ $$ t\overline{t} $$ resonances in the lepton plus jets final state with ATLAS using 4.7 fb −1 of pp collisions at s = 7 $$ \sqrt{s}=7 $$ TeV, Phys. Rev. D 88 (2013) 012004 [ arXiv:1305.2756 ] [ INSPIRE ].