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A Deep Neural Network for Simultaneous Estimation of b Jet Energy and Resolution.
| File | Description | Size | Format | |
|---|---|---|---|---|
 Sirunyan2020_Article_ADeepNeuralNetworkForSimultane.pdf | Published version | 1.46 MB | Adobe PDF | View/Open |
| Title: | A Deep Neural Network for Simultaneous Estimation of b Jet Energy and Resolution. |
| Authors: | Sirunyan, AM Tumasyan, A Adam, W Ambrogi, F Bergauer, T Dragicevic, M Erö, J Valle, AED Flechl, M Frühwirth, R Jeitler, M Krammer, N Krätschmer, I Liko, D Madlener, T Mikulec, I Rad, N Schieck, J Schöfbeck, R Spanring, M Spitzbart, D Waltenberger, W Wulz, C-E Zarucki, M Drugakov, V Mossolov, V Gonzalez, JS Darwish, MR De Wolf, EA Croce, DD Janssen, X Lelek, A Pieters, M Sfar, HR Haevermaet, HV Mechelen, PV Putte, SV Remortel, NV Blekman, F Bols, ES Chhibra, SS D'Hondt, J De Clercq, J Lontkovskyi, D Lowette, S Marchesini, I Moortgat, S Python, Q Skovpen, K Tavernier, S Doninck, WV Mulders, PV Beghin, D Bilin, B Clerbaux, B De Lentdecker, G Delannoy, H Dorney, B Favart, L Grebenyuk, A Kalsi, AK Popov, A Postiau, N Starling, E Thomas, L Velde, CV Vanlaer, P Vannerom, D Cornelis, T Dobur, D Khvastunov, I Niedziela, M Roskas, C Tytgat, M Verbeke, W Vermassen, B Vit, M Bondu, O Bruno, G Caputo, C David, P Delaere, C Delcourt, M Giammanco, A Lemaitre, V Prisciandaro, J Saggio, A Marono, MV Vischia, P Zobec, J Alves, FL Alves, GA Silva, GC Hensel, C Moraes, A Teles, PR Chagas, EBBD Carvalho, W Chinellato, J Coelho, E Da Costa, EM Da Silveira, GG De Jesus Damiao, D De Oliveira Martins, C De Souza, SF Guativa, LMH Malbouisson, H Martins, J Figueiredo, DM Jaime, MM De Almeida, MM Herrera, CM Mundim, L Nogima, H Da Silva, WLP Rosas, LJS Santoro, A Sznajder, A Thiel, M Manganote, EJT Da Silva De Araujo, FT Pereira, AV Bernardes, CA Calligaris, L Tomei, TRFP Gregores, EM Lemos, DS Mercadante, PG Novaes, SF Padula, S Aleksandrov, A Antchev, G Hadjiiska, R Iaydjiev, P Misheva, M Rodozov, M Shopova, M Sultanov, G Bonchev, M Dimitrov, A Ivanov, T Litov, L Pavlov, B Petkov, P Fang, W Gao, X Yuan, L Ahmad, M Hu, Z Wang, Y Chen, GM Chen, HS Chen, M Jiang, CH Leggat, D Liao, H Liu, Z Spiezia, A Tao, J Yazgan, E Zhang, H Zhang, S Zhao, J Agapitos, A Ban, Y Chen, G Levin, A Li, J Li, L Li, Q Mao, Y Qian, SJ Wang, D Wang, Q Xiao, M Avila, C Cabrera, A Florez, C Hernández, CFG Delgado, MAS Guisao, JM Alvarez, JDR González, CAS Arbelaez, NV Giljanović, D Godinovic, N Lelas, D Puljak, I Sculac, T Antunovic, Z Kovac, M Brigljevic, V Ferencek, D Kadija, K Mesic, B Roguljic, M Starodumov, A Susa, T Ather, MW Attikis, A Erodotou, E Ioannou, A Kolosova, M Konstantinou, S Mavromanolakis, G Mousa, J Nicolaou, C Ptochos, F Razis, PA Rykaczewski, H Tsiakkouri, D Finger, M Finger, M Kveton, A Tomsa, J Ayala, E Jarrin, EC Abdalla, H Elgammal, S Bhowmik, S De Oliveira, ACA Dewanjee, RK Ehataht, K Kadastik, M Raidal, M Veelken, C Eerola, P Forthomme, L Kirschenmann, H Osterberg, K Voutilainen, M Garcia, F Havukainen, J Heikkilä, JK Karimäki, V Kim, MS Kinnunen, R Lampén, T Lassila-Perini, K Laurila, S Lehti, S Lindén, T Luukka, P Mäenpää, T Siikonen, H Tuominen, E Tuominiemi, J Tuuva, T Besancon, M Couderc, F Dejardin, M Denegri, D Fabbro, B Faure, JL Ferri, F Ganjour, S Givernaud, A Gras, P De Monchenault, GH Jarry, P Leloup, C Lenzi, B Locci, E Malcles, J Rander, J Rosowsky, A Sahin, MÖ Savoy-Navarro, A Titov, M Yu, GB Ahuja, S Amendola, C Beaudette, F Busson, P Charlot, C Diab, B Falmagne, G De Cassagnac, RG Kucher, I Lobanov, A Perez, CM Nguyen, M Ochando, C Paganini, P Rembser, J Salerno, R Sauvan, JB Sirois, Y Zabi, A Zghiche, A Agram, J-L Andrea, J Bloch, D Bourgatte, G Brom, J-M Chabert, EC Collard, C Conte, E Fontaine, J-C Gelé, D Goerlach, U Jansová, M Bihan, A-CL Tonon, N Hove, PV Gadrat, S Beauceron, S Bernet, C Boudoul, G Camen, C Carle, A Chanon, N Chierici, R Contardo, D Depasse, P Mamouni, HE Fay, J Gascon, S Gouzevitch, M Ille, B Jain, S Lagarde, F Laktineh, IB Lattaud, H Lesauvage, A Lethuillier, M Mirabito, L Perries, S Sordini, V Torterotot, L Touquet, G Donckt, MV Viret, S Khvedelidze, A Tsamalaidze, Z Autermann, C Feld, L Klein, K Lipinski, M Meuser, D Pauls, A Preuten, M Rauch, MP Schulz, J Teroerde, M Wittmer, B Erdmann, M Fischer, B Ghosh, S Hebbeker, T Hoepfner, K Keller, H Mastrolorenzo, L Merschmeyer, M Meyer, A Millet, P Mocellin, G Mondal, S Mukherjee, S Noll, D Novak, A Pook, T Pozdnyakov, A Quast, T Radziej, M Rath, Y Reithler, H Roemer, J Schmidt, A Schuler, SC Sharma, A Wiedenbeck, S Zaleski, S Flügge, G Ahmad, WH Hlushchenko, O Kress, T Müller, T Nowack, A Pistone, C Pooth, O Roy, D Sert, H Stahl, A Martin, MA Asmuss, P Babounikau, I Bakhshiansohi, H Beernaert, K Behnke, O Martínez, AB Bertsche, D Anuar, AAB Borras, K Botta, V Campbell, A Cardini, A Connor, P Rodríguez, SC Contreras-Campana, C Danilov, V De Wit, A Defranchis, MM Pardos, CD Damiani, DD Eckerlin, G Eckstein, D Eichhorn, T Elwood, A Eren, E Gallo, E Geiser, A Grohsjean, A Guthoff, M Haranko, M Harb, A Jafari, A Jomhari, NZ Jung, H Kasem, A Kasemann, M Kaveh, H Keaveney, J Kleinwort, C Knolle, J Krücker, D Lange, W Lenz, T Lidrych, J Lipka, K Lohmann, W Mankel, R Melzer-Pellmann, I-A Meyer, AB Meyer, M Missiroli, M Mnich, J Mussgiller, A Myronenko, V Adán, DP Pflitsch, SK Pitzl, D Raspereza, A Saibel, A Savitskyi, M Scheurer, V Schütze, P Schwanenberger, C Shevchenko, R Singh, A Tholen, H Turkot, O Vagnerini, A De Klundert, MV Walsh, R Wen, Y Wichmann, K Wissing, C Zenaiev, O Zlebcik, R Aggleton, R Bein, S Benato, L Benecke, A Blobel, V Dreyer, T Ebrahimi, A Feindt, F Fröhlich, A Garbers, C Garutti, E Gonzalez, D Gunnellini, P Haller, J Hinzmann, A Karavdina, A Kasieczka, G Klanner, R Kogler, R Kovalchuk, N Kurz, S Kutzner, V Lange, J Lange, T Malara, A Multhaup, J Niemeyer, CEN Perieanu, A Reimers, A Rieger, O Scharf, C Schleper, P Schumann, S Schwandt, J Sonneveld, J Stadie, H Steinbrück, G Stober, FM Vormwald, B Zoi, I Akbiyik, M Barth, C Baselga, M Baur, S Berger, T Butz, E Caspart, R Chwalek, T De Boer, W Dierlamm, A Morabit, KE Faltermann, N Giffels, M Goldenzweig, P Gottmann, A Harrendorf, MA Hartmann, F Husemann, U Kudella, S Mitra, S Mozer, MU Müller, D Müller, T Musich, M Nürnberg, A Quast, G Rabbertz, K Schröder, M Shvetsov, I Simonis, HJ Ulrich, R Wassmer, M Weber, M Wöhrmann, C Wolf, R Anagnostou, G Asenov, P Daskalakis, G Geralis, T Kyriakis, A Loukas, D Paspalaki, G Diamantopoulou, M Karathanasis, G Kontaxakis, P Manousakis-Katsikakis, A Panagiotou, A Papavergou, I Saoulidou, N Stakia, A Theofilatos, K Vellidis, K Vourliotis, E Bakas, G Kousouris, K Papakrivopoulos, I Tsipolitis, G Evangelou, I Foudas, C Gianneios, P Katsoulis, P Kokkas, P Mallios, S Manitara, K Manthos, N Papadopoulos, I Strologas, J Triantis, FA Tsitsonis, D Bartók, M Chudasama, R Csanad, M Major, P Mandal, K Mehta, A Nagy, MI Pasztor, G Surányi, O Veres, GI Bencze, G Hajdu, C Horvath, D Sikler, F Vámi, TÁ Veszpremi, V Vesztergombi, G Beni, N Czellar, S Karancsi, J Molnar, J Szillasi, Z Raics, P Teyssier, D Trocsanyi, ZL Ujvari, B Csorgo, T Metzger, WJ Nemes, F Novak, T Choudhury, S Komaragiri, JR Tiwari, PC Bahinipati, S Kar, C Kole, G Mal, P Bindhu, VKMN Nayak, A Sahoo, DK Swain, SK Bansal, S Beri, SB Bhatnagar, V Chauhan, S Chawla, R Dhingra, N Gupta, R Kaur, A Kaur, M Kaur, S Kumari, P Lohan, M Meena, M Sandeep, K Sharma, S Singh, JB Virdi, AK Bhardwaj, A Choudhary, BC Garg, RB Gola, M Keshri, S Kumar, A Naimuddin, M Priyanka, P Ranjan, K Shah, A Sharma, R Bhardwaj, R Bharti, M Bhattacharya, R Bhattacharya, S Bhawandeep, U Bhowmik, D Dutta, S Ghosh, S Gomber, B Maity, M Mondal, K Nandan, S Purohit, A Rout, PK Saha, G Sarkar, S Sarkar, T Sharan, M Singh, B Thakur, S Behera, PK Kalbhor, P Muhammad, A Pujahari, PR Sharma, A Sikdar, AK Dutta, D Jha, V Kumar, V Mishra, DK Netrakanti, PK Pant, LM Shukla, P Aziz, T Bhat, MA Dugad, S Mohanty, GB Sur, N Verma, R Banerjee, S Bhattacharya, S Chatterjee, S Das, P Guchait, M Karmakar, S Kumar, S Majumder, G Mazumdar, K Sahoo, N Sawant, S Dube, S Kansal, B Kapoor, A Kothekar, K Pandey, S Rane, A Rastogi, A Sharma, S Chenarani, S Tadavani, EE Etesami, SM Khakzad, M Najafabadi, MM Naseri, M Hosseinabadi, FR Felcini, M Grunewald, M Abbrescia, M Aly, R Calabria, C Colaleo, A Creanza, D Cristella, L De Filippis, N De Palma, M Florio, AD Elmetenawee, W Fiore, L Gelmi, A Iaselli, G Ince, M Lezki, S Maggi, G Maggi, M Merlin, JA Miniello, G My, S Nuzzo, S Pompili, A Pugliese, G Radogna, R Ranieri, A Selvaggi, G Silvestris, L Simone, FM Venditti, R Verwilligen, P Abbiendi, G Battilana, C Bonacorsi, D Borgonovi, L Braibant-Giacomelli, S Campanini, R Capiluppi, P Castro, A Cavallo, FR Ciocca, C Codispoti, G Cuffiani, M Dallavalle, GM Fabbri, F Fanfani, A Fontanesi, E Giacomelli, P Grandi, C Guiducci, L Iemmi, F Meo, SL Marcellini, S Masetti, G Navarria, FL Perrotta, A Primavera, F Rossi, AM Rovelli, T Siroli, GP Tosi, N Albergo, S Costa, S Mattia, AD Potenza, R Tricomi, A Tuve, C Barbagli, G Cassese, A Ceccarelli, R Ciulli, V Civinini, C D'Alessandro, R Fiori, F Focardi, E Latino, G Lenzi, P Meschini, M Paoletti, S Sguazzoni, G Viliani, L Benussi, L Bianco, S Piccolo, D Bozzo, M Ferro, F Mulargia, R Robutti, E Tosi, S Benaglia, A Beschi, A Brivio, F Ciriolo, V Dinardo, ME Dini, P Gennai, S Ghezzi, A Govoni, P Guzzi, L Malberti, M Malvezzi, S Menasce, D Monti, F Moroni, L Paganoni, M Pedrini, D Ragazzi, S De Fatis, TT Zuolo, D Buontempo, S Cavallo, N De Iorio, A Crescenzo, AD Fabozzi, F Fienga, F Galati, G Iorio, AOM Lista, L Meola, S Paolucci, P Rossi, B Sciacca, C Voevodina, E Azzi, P Bacchetta, N Bisello, D Boletti, A Bragagnolo, A Carlin, R Checchia, P De Castro Manzano, P Dorigo, T Dosselli, U Gasparini, F Gasparini, U Gozzelino, A Hoh, SY Lujan, P Margoni, M Meneguzzo, AT Pazzini, J Presilla, M Ronchese, P Rossin, R Simonetto, F Tiko, A Tosi, M Zanetti, M Zotto, P Zumerle, G Braghieri, A Fiorina, D Montagna, P Ratti, SP Re, V Ressegotti, M Riccardi, C Salvini, P Vai, I Vitulo, P Biasini, M Bilei, GM Ciangottini, D Fanò, L Lariccia, P Leonardi, R Manoni, E Mantovani, G Mariani, V Menichelli, M Rossi, A Santocchia, A Spiga, D Androsov, K Azzurri, P Bagliesi, G Bertacchi, V Bianchini, L Boccali, T Castaldi, R Ciocci, MA Dell'Orso, R Donato, S Fedi, G Giannini, L Giassi, A Grippo, MT Ligabue, F Manca, E Mandorli, G Messineo, A Palla, F Rizzi, A Rolandi, G Chowdhury, SR Scribano, A Spagnolo, P Tenchini, R Tonelli, G Turini, N Venturi, A Verdini, PG Cavallari, F Cipriani, M Re, DD Marco, ED Diemoz, M Longo, E Meridiani, P Organtini, G Pandolfi, F Paramatti, R Quaranta, C Rahatlou, S Rovelli, C Santanastasio, F Soffi, L Amapane, N Arcidiacono, R Argiro, S Arneodo, M Bartosik, N Bellan, R Bellora, A Biino, C Cappati, A Cartiglia, N Cometti, S Costa, M Covarelli, R Demaria, N Kiani, B Legger, F Mariotti, C Maselli, S Migliore, E Monaco, V Monteil, E Monteno, M Obertino, MM Ortona, G Pacher, L Pastrone, N Pelliccioni, M Angioni, GLP Romero, A Ruspa, M Salvatico, R Sola, V Solano, A Soldi, D Staiano, A Trocino, D Belforte, S Candelise, V Casarsa, M Cossutti, F Da Rold, A Ricca, GD Vazzoler, F Zanetti, A Kim, B Kim, DH Kim, GN Lee, J Lee, SW Moon, CS Oh, YD Pak, SI Sekmen, S Son, DC Yang, YC Kim, H Moon, DH Oh, G Francois, B Kim, TJ Park, J Cho, S Choi, S Go, Y Ha, S Hong, B Lee, K 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Boos, E Dubinin, M Dudko, L Ershov, A Gribushin, A Klyukhin, V Kodolova, O Lokhtin, I Obraztsov, S Petrushanko, S Savrin, V Barnyakov, A Blinov, V Dimova, T Kardapoltsev, L Skovpen, Y Azhgirey, I Bayshev, I Bitioukov, S Kachanov, V Konstantinov, D Mandrik, P Petrov, V Ryutin, R Slabospitskii, S Sobol, A Troshin, S Tyurin, N Uzunian, A Volkov, A Babaev, A Iuzhakov, A Okhotnikov, V Borchsh, V Ivanchenko, V Tcherniaev, E Adzic, P Cirkovic, P Dordevic, M Milenovic, P Milosevic, J Stojanovic, M Aguilar-Benitez, M Maestre, JA Fernández, AÁ Bachiller, I Luna, MB Bedoya, C Cifuentes, JAB Montoya, CAC Cepeda, M Cerrada, M Colino, N DeLa Cruz, B Peris, AD Ramos, JPF Flix, J Fouz, MC Lopez, OG Lopez, SG Hernandez, JM Josa, MI Moran, D Tobar, ÁN Yzquierdo, AP-C Pelayo, JP Redondo, I Romero, L Navas, SS Soares, MS Triossi, A Willmott, C Albajar, C De Trocóniz, JF Reyes-Almanza, R Gonzalez, BA Cuevas, J Erice, C Menendez, JF Folgueras, S Caballero, IG Fernández, JRG Cortezon, EP Bouza, VR Cruz, SS 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| Item Type: | Journal Article |
| Abstract: | We describe a method to obtain point and dispersion estimates for the energies of jets arising from b quarks produced in proton-proton collisions at an energy of s = 13 TeV at the CERN LHC. The algorithm is trained on a large sample of simulated b jets and validated on data recorded by the CMS detector in 2017 corresponding to an integrated luminosity of 41 fb - 1 . A multivariate regression algorithm based on a deep feed-forward neural network employs jet composition and shape information, and the properties of reconstructed secondary vertices associated with the jet. The results of the algorithm are used to improve the sensitivity of analyses that make use of b jets in the final state, such as the observation of Higgs boson decay to b b ¯ . |
| Issue Date: | 2020 |
| Date of Acceptance: | 20-Jun-2020 |
| URI: | http://hdl.handle.net/10044/1/84282 |
| DOI: | 10.1007/s41781-020-00041-z |
| Start Page: | 10 |
| Journal / Book Title: | Comput Softw Big Sci |
| Volume: | 4 |
| Issue: | 1 |
| Copyright Statement: | This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
| Keywords: | CMS Deep learning Higgs boson Jet energy Jet resolution b jets CMS Collaboration physics.data-an physics.data-an hep-ex |
| Publication Status: | Published |
| Open Access location: | https://link.springer.com/article/10.1007/s41781-020-00041-z |
| Appears in Collections: | Physics High Energy Physics |
This item is licensed under a Creative Commons License
