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Caputo, P David, C Delaere, M Delcourt, A Giammanco, V Lemaitre, J Prisciandaro, A Saggio, M Vidal Marono, P Vischia, J Zobec, F L Alves, G A Alves, G Correia Silva, C Hensel, A Moraes, P Rebello Teles, E Belchior Batista Das Chagas, W Carvalho, J Chinellato, E Coelho, E M Da Costa, G G Da Silveira, D De Jesus Damiao, C De Oliveira Martins, S Fonseca De Souza, L M Huertas Guativa, H Malbouisson, J Martins, D Matos Figueiredo, M Medina Jaime, M Melo De Almeida, C Mora Herrera, L Mundim, H Nogima, W L Prado Da Silva, L J Sanchez Rosas, A Santoro, A Sznajder, M Thiel, E J Tonelli Manganote, F Torres Da Silva De Araujo, A Vilela Pereira, C A Bernardes, L Calligaris, T R Fernandez Perez Tomei, E M Gregores, D S Lemos, P G Mercadante, S F Novaes, SandraS Padula, A Aleksandrov, G Antchev, R Hadjiiska, P Iaydjiev, M Misheva, M Rodozov, M Shopova, G Sultanov, M Bonchev, A Dimitrov, T Ivanov, L Litov, B Pavlov, P Petkov, W Fang, X Gao, L Yuan, M Ahmad, Z Hu, Y Wang, G M Chen, H S Chen, M Chen, C H Jiang, D Leggat, H Liao, Z Liu, A Spiezia, J Tao, E Yazgan, H Zhang, S Zhang, J Zhao, A Agapitos, Y Ban, G Chen, A Levin, J Li, L Li, Q Li, Y Mao, S J Qian, D Wang, Q Wang, M Xiao, C Avila, A Cabrera, C Florez, C F González Hernández, M A Segura Delgado, J Mejia Guisao, J D Ruiz Alvarez, C A Salazar González, N Vanegas Arbelaez, D Giljanović, N Godinovic, D Lelas, I Puljak, T Sculac, Z Antunovic, M Kovac, V Brigljevic, D Ferencek, K Kadija, B Mesic, M Roguljic, A Starodumov, T Susa, M W Ather, A Attikis, E Erodotou, A Ioannou, M Kolosova, S Konstantinou, G Mavromanolakis, J Mousa, C Nicolaou, F Ptochos, P A Razis, H Rykaczewski, D Tsiakkouri, M Finger, M Finger, A Kveton, J Tomsa, E Ayala, E Carrera Jarrin, H Abdalla, S Elgammal, S Bhowmik, A Carvalho Antunes De Oliveira, R K Dewanjee, K Ehataht, M Kadastik, M Raidal, C Veelken, P Eerola, L Forthomme, H Kirschenmann, K Osterberg, M Voutilainen, F Garcia, J Havukainen, J K Heikkilä, V Karimäki, M S Kim, R Kinnunen, T Lampén, K Lassila-Perini, S Laurila, S Lehti, T Lindén, P Luukka, T Mäenpää, H Siikonen, E Tuominen, J Tuominiemi, T Tuuva, M Besancon, F Couderc, M Dejardin, D Denegri, B Fabbro, J L Faure, F Ferri, S Ganjour, A Givernaud, P Gras, G Hamel de Monchenault, P Jarry, C Leloup, B Lenzi, E Locci, J Malcles, J Rander, A Rosowsky, M Ö Sahin, A Savoy-Navarro, M Titov, G B Yu, S Ahuja, C Amendola, F Beaudette, P Busson, C Charlot, B Diab, G Falmagne, R Granier de Cassagnac, I Kucher, A Lobanov, C Martin Perez, M Nguyen, C Ochando, P Paganini, J Rembser, R Salerno, J B Sauvan, Y Sirois, A Zabi, A Zghiche, J-L Agram, J Andrea, D Bloch, G Bourgatte, J-M Brom, E C Chabert, C Collard, E Conte, J-C Fontaine, D Gelé, U Goerlach, M Jansová, A-C Le Bihan, N Tonon, P Van Hove, S Gadrat, S Beauceron, C Bernet, G Boudoul, C Camen, A Carle, N Chanon, R Chierici, D Contardo, P Depasse, H El Mamouni, J Fay, S Gascon, M Gouzevitch, B Ille, Sa Jain, F Lagarde, I B Laktineh, H Lattaud, A Lesauvage, M Lethuillier, L Mirabito, S Perries, V Sordini, L Torterotot, G Touquet, M Vander Donckt, S Viret, A Khvedelidze, Z Tsamalaidze, C Autermann, L Feld, K Klein, M Lipinski, D Meuser, A Pauls, M Preuten, M P Rauch, J Schulz, M Teroerde, B Wittmer, M Erdmann, B Fischer, S Ghosh, T Hebbeker, K Hoepfner, H Keller, L Mastrolorenzo, M Merschmeyer, A Meyer, P Millet, G Mocellin, S Mondal, S Mukherjee, D Noll, A Novak, T Pook, A Pozdnyakov, T Quast, M Radziej, Y Rath, H Reithler, J Roemer, A Schmidt, S C Schuler, A Sharma, S Wiedenbeck, S Zaleski, G Flügge, W Haj Ahmad, O Hlushchenko, T Kress, T Müller, A Nowack, C Pistone, O Pooth, D Roy, H Sert, A Stahl, M Aldaya Martin, P Asmuss, I Babounikau, H Bakhshiansohi, K Beernaert, O Behnke, A Bermúdez Martínez, D Bertsche, A A Bin Anuar, K Borras, V Botta, A Campbell, A Cardini, P Connor, S Consuegra Rodríguez, C Contreras-Campana, V Danilov, A De Wit, M M Defranchis, C Diez Pardos, D Domínguez Damiani, G Eckerlin, D Eckstein, T Eichhorn, A Elwood, E Eren, E Gallo, A Geiser, A Grohsjean, M Guthoff, M Haranko, A Harb, A Jafari, N Z Jomhari, H Jung, A Kasem, M Kasemann, H Kaveh, J Keaveney, C Kleinwort, J Knolle, D Krücker, W Lange, T Lenz, J Lidrych, K Lipka, W Lohmann, R Mankel, I-A Melzer-Pellmann, A B Meyer, M Meyer, M Missiroli, J Mnich, A Mussgiller, V Myronenko, D Pérez Adán, S K Pflitsch, D Pitzl, A Raspereza, A Saibel, M Savitskyi, V Scheurer, P Schütze, C Schwanenberger, R Shevchenko, A Singh, H Tholen, O Turkot, A Vagnerini, M Van De Klundert, R Walsh, Y Wen, K Wichmann, C Wissing, O Zenaiev, R Zlebcik, R Aggleton, S Bein, L Benato, A Benecke, V Blobel, T Dreyer, A Ebrahimi, F Feindt, A Fröhlich, C Garbers, E Garutti, D Gonzalez, P Gunnellini, J Haller, A Hinzmann, A Karavdina, G Kasieczka, R Klanner, R Kogler, N Kovalchuk, S Kurz, V Kutzner, J Lange, T Lange, A Malara, J Multhaup, C E N Niemeyer, A Perieanu, A Reimers, O Rieger, C Scharf, P Schleper, S Schumann, J Schwandt, J Sonneveld, H Stadie, G Steinbrück, F M Stober, B Vormwald, I 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S Rappoccio, B Roozbahani, G Alverson, E Barberis, C Freer, Y Haddad, A Hortiangtham, G Madigan, B Marzocchi, D M Morse, T Orimoto, L Skinnari, A Tishelman-Charny, T Wamorkar, B Wang, A Wisecarver, D Wood, S Bhattacharya, J Bueghly, T Gunter, K A Hahn, N Odell, M H Schmitt, K Sung, M Trovato, M Velasco, R Bucci, N Dev, R Goldouzian, M Hildreth, K Hurtado Anampa, C Jessop, D J Karmgard, K Lannon, W Li, N Loukas, N Marinelli, I Mcalister, F Meng, Y Musienko, R Ruchti, P Siddireddy, G Smith, S Taroni, M Wayne, A Wightman, M Wolf, A Woodard, J Alimena, B Bylsma, L S Durkin, B Francis, C Hill, W Ji, A Lefeld, T Y Ling, B L Winer, G Dezoort, P Elmer, J Hardenbrook, N Haubrich, S Higginbotham, A Kalogeropoulos, S Kwan, D Lange, M T Lucchini, J Luo, D Marlow, K Mei, I Ojalvo, J Olsen, C Palmer, P Piroué, D Stickland, C Tully, S Malik, S Norberg, A Barker, V E Barnes, S Das, L Gutay, M Jones, A W Jung, A Khatiwada, B Mahakud, D H Miller, G Negro, N Neumeister, C C Peng, S Piperov, H Qiu, J F Schulte, N Trevisani, F Wang, R Xiao, W Xie, T Cheng, J Dolen, N Parashar, U Behrens, K M Ecklund, S Freed, F J M Geurts, M Kilpatrick, Arun Kumar, W Li, B P Padley, R Redjimi, J Roberts, J Rorie, W Shi, A G Stahl Leiton, Z Tu, A Zhang, A Bodek, P de Barbaro, R Demina, J L Dulemba, C Fallon, T Ferbel, M Galanti, A Garcia-Bellido, O Hindrichs, A Khukhunaishvili, E Ranken, R Taus, B Chiarito, J P Chou, A Gandrakota, Y Gershtein, E Halkiadakis, A Hart, M Heindl, E Hughes, S Kaplan, I Laflotte, A Lath, R Montalvo, K Nash, M Osherson, H Saka, S Salur, S Schnetzer, S Somalwar, R Stone, S Thomas, H Acharya, A G Delannoy, S Spanier, O Bouhali, M Dalchenko, M De Mattia, A Delgado, S Dildick, R Eusebi, J Gilmore, T Huang, T Kamon, H Kim, S Luo, S Malhotra, D Marley, R Mueller, D Overton, L Perniè, D Rathjens, A Safonov, N Akchurin, J Damgov, F De Guio, V Hegde, S Kunori, K Lamichhane, S W Lee, T Mengke, S Muthumuni, T Peltola, S Undleeb, I Volobouev, Z Wang, A Whitbeck, S Greene, A Gurrola, R Janjam, W Johns, C Maguire, A Melo, H Ni, K Padeken, F Romeo, P Sheldon, S Tuo, J Velkovska, M Verweij, M W Arenton, P Barria, B Cox, G Cummings, J Hakala, R Hirosky, M Joyce, A Ledovskoy, C Neu, B Tannenwald, Y Wang, E Wolfe, F Xia, R Harr, P E Karchin, N Poudyal, J Sturdy, P Thapa, T Bose, J Buchanan, C Caillol, D Carlsmith, S Dasu, I De Bruyn, L Dodd, C Galloni, H He, M Herndon, A Hervé, U Hussain, A Lanaro, A Loeliger, K Long, R Loveless, J Madhusudanan Sreekala, D Pinna, T Ruggles, A Savin, V Sharma, W H Smith, D Teague, S Trembath-Reichert","doi":"10.1007/s41781-020-00041-z","DOIUrl":null,"url":null,"abstract":"<p><p>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 <math> <mrow><msqrt><mi>s</mi></msqrt> <mo>=</mo> <mn>13</mn> <mspace></mspace> <mtext>TeV</mtext></mrow> </math> 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 <math><mrow><mspace></mspace> <msup><mtext>fb</mtext> <mrow><mo>-</mo> <mn>1</mn></mrow> </msup> </mrow> </math> . 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 <math><mrow><mtext>b</mtext> <mover><mrow><mtext>b</mtext></mrow> <mrow><mo>¯</mo></mrow> </mover> </mrow> </math> .</p>","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7659430/pdf/","citationCount":"0","resultStr":"{\"title\":\"A Deep Neural Network for Simultaneous Estimation of b Jet Energy and Resolution.\",\"authors\":\"A M Sirunyan, A Tumasyan, W Adam, F Ambrogi, T Bergauer, M Dragicevic, J Erö, A Escalante Del Valle, M Flechl, R Frühwirth, M Jeitler, N Krammer, I Krätschmer, D Liko, T Madlener, I Mikulec, N Rad, J Schieck, R Schöfbeck, M Spanring, D Spitzbart, W Waltenberger, C-E Wulz, M Zarucki, V Drugakov, V Mossolov, J Suarez Gonzalez, M R Darwish, E A De Wolf, D Di Croce, X Janssen, A Lelek, M Pieters, H Rejeb Sfar, H Van Haevermaet, P Van Mechelen, S Van Putte, N Van Remortel, F Blekman, E S Bols, S S Chhibra, J D'Hondt, J De Clercq, D Lontkovskyi, S Lowette, I Marchesini, S Moortgat, Q Python, K Skovpen, S Tavernier, W Van Doninck, P Van Mulders, D Beghin, B Bilin, B Clerbaux, G De Lentdecker, H Delannoy, B Dorney, L Favart, A Grebenyuk, A K Kalsi, A Popov, N Postiau, E Starling, L Thomas, C Vander Velde, P Vanlaer, D Vannerom, T Cornelis, D Dobur, I Khvastunov, M Niedziela, C Roskas, M Tytgat, W Verbeke, B Vermassen, M Vit, O Bondu, G Bruno, C Caputo, P David, C Delaere, M Delcourt, A Giammanco, V Lemaitre, J Prisciandaro, A Saggio, M Vidal Marono, P Vischia, J Zobec, F L Alves, G A Alves, G Correia Silva, C Hensel, A Moraes, P Rebello Teles, E Belchior Batista Das Chagas, W Carvalho, J Chinellato, E Coelho, E M Da Costa, G G Da Silveira, D De Jesus Damiao, C De Oliveira Martins, S Fonseca De Souza, L M Huertas Guativa, H Malbouisson, J Martins, D Matos Figueiredo, M Medina Jaime, M Melo De Almeida, C Mora Herrera, L Mundim, H Nogima, W L Prado Da Silva, L J Sanchez Rosas, A Santoro, A Sznajder, M Thiel, E J Tonelli Manganote, F Torres Da Silva De Araujo, A Vilela Pereira, C A Bernardes, L Calligaris, T R Fernandez Perez Tomei, E M Gregores, D S Lemos, P G Mercadante, S F Novaes, SandraS Padula, A Aleksandrov, G Antchev, R Hadjiiska, P Iaydjiev, M Misheva, M Rodozov, M Shopova, G Sultanov, M Bonchev, A Dimitrov, T Ivanov, L Litov, B Pavlov, P Petkov, W Fang, X Gao, L Yuan, M Ahmad, Z Hu, Y Wang, G M Chen, H S Chen, M Chen, C H Jiang, D Leggat, H Liao, Z Liu, A Spiezia, J Tao, E Yazgan, H Zhang, S Zhang, J Zhao, A Agapitos, Y Ban, G Chen, A Levin, J Li, L Li, Q Li, Y Mao, S J Qian, D Wang, Q Wang, M Xiao, C Avila, A Cabrera, C Florez, C F González Hernández, M A Segura Delgado, J Mejia Guisao, J D Ruiz Alvarez, C A Salazar González, N Vanegas Arbelaez, D Giljanović, N Godinovic, D Lelas, I Puljak, T Sculac, Z Antunovic, M Kovac, V Brigljevic, D Ferencek, K Kadija, B Mesic, M Roguljic, A Starodumov, T Susa, M W Ather, A Attikis, E Erodotou, A Ioannou, M Kolosova, S Konstantinou, G Mavromanolakis, J Mousa, C Nicolaou, F Ptochos, P A Razis, H Rykaczewski, D Tsiakkouri, M Finger, M Finger, A Kveton, J Tomsa, E Ayala, E Carrera Jarrin, H Abdalla, S Elgammal, S Bhowmik, A Carvalho Antunes De Oliveira, R K Dewanjee, K Ehataht, M Kadastik, M Raidal, C Veelken, P Eerola, L Forthomme, H Kirschenmann, K Osterberg, M Voutilainen, F Garcia, J Havukainen, J K Heikkilä, V Karimäki, M S Kim, R Kinnunen, T Lampén, K Lassila-Perini, S Laurila, S Lehti, T Lindén, P Luukka, T Mäenpää, H Siikonen, E Tuominen, J Tuominiemi, T Tuuva, M Besancon, F Couderc, M Dejardin, D Denegri, B Fabbro, J L Faure, F Ferri, S Ganjour, A Givernaud, P Gras, G Hamel de Monchenault, P Jarry, C Leloup, B Lenzi, E Locci, J Malcles, J Rander, A Rosowsky, M Ö Sahin, A Savoy-Navarro, M Titov, G B Yu, S Ahuja, C Amendola, F Beaudette, P Busson, C Charlot, B Diab, G Falmagne, R Granier de Cassagnac, I Kucher, A Lobanov, C Martin Perez, M Nguyen, C Ochando, P Paganini, J Rembser, R Salerno, J B Sauvan, Y Sirois, A Zabi, A Zghiche, J-L Agram, J Andrea, D Bloch, G Bourgatte, J-M Brom, E C Chabert, C Collard, E Conte, J-C Fontaine, D Gelé, U Goerlach, M Jansová, A-C Le Bihan, N Tonon, P Van Hove, S Gadrat, S Beauceron, C Bernet, G Boudoul, C Camen, A Carle, N Chanon, R Chierici, D Contardo, P Depasse, H El Mamouni, J Fay, S Gascon, M Gouzevitch, B Ille, Sa Jain, F Lagarde, I B Laktineh, H Lattaud, A Lesauvage, M Lethuillier, L Mirabito, S Perries, V Sordini, L Torterotot, G Touquet, M Vander Donckt, S Viret, A Khvedelidze, Z Tsamalaidze, C Autermann, L Feld, K Klein, M Lipinski, D Meuser, A Pauls, M Preuten, M P Rauch, J Schulz, M Teroerde, B Wittmer, M Erdmann, B Fischer, S Ghosh, T Hebbeker, K Hoepfner, H Keller, L Mastrolorenzo, M Merschmeyer, A Meyer, P Millet, G Mocellin, S Mondal, S Mukherjee, D Noll, A Novak, T Pook, A Pozdnyakov, T Quast, M Radziej, Y Rath, H Reithler, J Roemer, A Schmidt, S C Schuler, A Sharma, S Wiedenbeck, S Zaleski, G Flügge, W Haj Ahmad, O Hlushchenko, T Kress, T Müller, A Nowack, C Pistone, O Pooth, D Roy, H Sert, A Stahl, M Aldaya Martin, P Asmuss, I Babounikau, H Bakhshiansohi, K Beernaert, O Behnke, A Bermúdez Martínez, D Bertsche, A A Bin Anuar, K Borras, V Botta, A Campbell, A Cardini, P Connor, S Consuegra Rodríguez, C Contreras-Campana, V Danilov, A De Wit, M M Defranchis, C Diez Pardos, D Domínguez Damiani, G Eckerlin, D Eckstein, T Eichhorn, A Elwood, E Eren, E Gallo, A Geiser, A Grohsjean, M Guthoff, M Haranko, A Harb, A Jafari, N Z Jomhari, H Jung, A Kasem, M Kasemann, H Kaveh, J Keaveney, C Kleinwort, J Knolle, D Krücker, W Lange, T Lenz, J Lidrych, K Lipka, W Lohmann, R Mankel, I-A Melzer-Pellmann, A B Meyer, M Meyer, M Missiroli, J Mnich, A Mussgiller, V Myronenko, D Pérez Adán, S K Pflitsch, D Pitzl, A Raspereza, A Saibel, M Savitskyi, V Scheurer, P Schütze, C Schwanenberger, R Shevchenko, A Singh, H Tholen, O Turkot, A Vagnerini, M Van De Klundert, R Walsh, Y Wen, K Wichmann, C Wissing, O Zenaiev, R Zlebcik, R Aggleton, S Bein, L Benato, A Benecke, V Blobel, T Dreyer, A Ebrahimi, F Feindt, A Fröhlich, C Garbers, E Garutti, D Gonzalez, P Gunnellini, J Haller, A Hinzmann, A Karavdina, G Kasieczka, R Klanner, R Kogler, N Kovalchuk, S Kurz, V Kutzner, J Lange, T Lange, A Malara, J Multhaup, C E N Niemeyer, A Perieanu, A Reimers, O Rieger, C Scharf, P Schleper, S Schumann, J Schwandt, J Sonneveld, H Stadie, G Steinbrück, F M Stober, B Vormwald, I Zoi, M Akbiyik, C Barth, M Baselga, S Baur, T Berger, E Butz, R Caspart, T Chwalek, W De Boer, A Dierlamm, K El Morabit, N Faltermann, M Giffels, P Goldenzweig, A Gottmann, M A Harrendorf, F Hartmann, U Husemann, S Kudella, S Mitra, M U Mozer, D Müller, Th Müller, M Musich, A Nürnberg, G Quast, K Rabbertz, M Schröder, I Shvetsov, H J Simonis, R Ulrich, M Wassmer, M Weber, C Wöhrmann, R Wolf, G Anagnostou, P Asenov, G Daskalakis, T Geralis, A Kyriakis, D Loukas, G Paspalaki, M Diamantopoulou, G Karathanasis, P Kontaxakis, A Manousakis-Katsikakis, A Panagiotou, I Papavergou, N Saoulidou, A Stakia, K Theofilatos, K Vellidis, E Vourliotis, G Bakas, K Kousouris, I Papakrivopoulos, G Tsipolitis, I Evangelou, C Foudas, P Gianneios, P Katsoulis, P Kokkas, S Mallios, K Manitara, N Manthos, I Papadopoulos, J Strologas, F A Triantis, D Tsitsonis, M Bartók, R Chudasama, M Csanad, P Major, K Mandal, A Mehta, M I Nagy, G Pasztor, O Surányi, G I Veres, G Bencze, C Hajdu, D Horvath, F Sikler, T Á Vámi, V Veszpremi, G Vesztergombi, N Beni, S Czellar, J Karancsi, J Molnar, Z Szillasi, P Raics, D Teyssier, Z L Trocsanyi, B Ujvari, T Csorgo, W J Metzger, F Nemes, T Novak, S Choudhury, J R Komaragiri, P C Tiwari, S Bahinipati, C Kar, G Kole, P Mal, V K Muraleedharan Nair Bindhu, A Nayak, D K Sahoo, S K Swain, S Bansal, S B Beri, V Bhatnagar, S Chauhan, R Chawla, N Dhingra, R Gupta, A Kaur, M Kaur, S Kaur, P Kumari, M Lohan, M Meena, K Sandeep, S Sharma, J B Singh, A K Virdi, A Bhardwaj, B C Choudhary, R B Garg, M Gola, S Keshri, Ashok Kumar, M Naimuddin, P Priyanka, K Ranjan, Aashaq Shah, R Sharma, R Bhardwaj, M Bharti, R Bhattacharya, S Bhattacharya, U Bhawandeep, D Bhowmik, S Dutta, S Ghosh, B Gomber, M Maity, K Mondal, S Nandan, A Purohit, P K Rout, G Saha, S Sarkar, T Sarkar, M Sharan, B Singh, S Thakur, P K Behera, P Kalbhor, A Muhammad, P R Pujahari, A Sharma, A K Sikdar, D Dutta, V Jha, V Kumar, D K Mishra, P K Netrakanti, L M Pant, P Shukla, T Aziz, M A Bhat, S Dugad, G B Mohanty, N Sur, RavindraKumar Verma, S Banerjee, S Bhattacharya, S Chatterjee, P Das, M Guchait, S Karmakar, S Kumar, G Majumder, K Mazumdar, N Sahoo, S Sawant, S Dube, B Kansal, A Kapoor, K Kothekar, S Pandey, A Rane, A Rastogi, S Sharma, S Chenarani, E Eskandari Tadavani, S M Etesami, M Khakzad, M Mohammadi Najafabadi, M Naseri, F Rezaei Hosseinabadi, M Felcini, M Grunewald, M Abbrescia, R Aly, C Calabria, A Colaleo, D Creanza, L Cristella, N De Filippis, M De Palma, A Di Florio, W Elmetenawee, L Fiore, A Gelmi, G Iaselli, M Ince, S Lezki, G Maggi, M Maggi, J A Merlin, G Miniello, S My, S Nuzzo, A Pompili, G Pugliese, R Radogna, A Ranieri, G Selvaggi, L Silvestris, F M Simone, R Venditti, P Verwilligen, G Abbiendi, C Battilana, D Bonacorsi, L Borgonovi, S Braibant-Giacomelli, R Campanini, P Capiluppi, A Castro, F R Cavallo, C Ciocca, G Codispoti, M Cuffiani, G M Dallavalle, F Fabbri, A Fanfani, E Fontanesi, P Giacomelli, C Grandi, L Guiducci, F Iemmi, S Lo Meo, S Marcellini, G Masetti, F L Navarria, A Perrotta, F Primavera, A M Rossi, T Rovelli, G P Siroli, N Tosi, S Albergo, S Costa, A Di Mattia, R Potenza, A Tricomi, C Tuve, G Barbagli, A Cassese, R Ceccarelli, V Ciulli, C Civinini, R D'Alessandro, F Fiori, E Focardi, G Latino, P Lenzi, M Meschini, S Paoletti, G Sguazzoni, L Viliani, L Benussi, S Bianco, D Piccolo, M Bozzo, F Ferro, R Mulargia, E Robutti, S Tosi, A Benaglia, A Beschi, F Brivio, V Ciriolo, M E Dinardo, P Dini, S Gennai, A Ghezzi, P Govoni, L Guzzi, M Malberti, S Malvezzi, D Menasce, F Monti, L Moroni, M Paganoni, D Pedrini, S Ragazzi, T Tabarelli de Fatis, D Zuolo, S Buontempo, N Cavallo, A De Iorio, A Di Crescenzo, F Fabozzi, F Fienga, G Galati, A O M Iorio, L Lista, S Meola, P Paolucci, B Rossi, C Sciacca, E Voevodina, P Azzi, N Bacchetta, D Bisello, A Boletti, A Bragagnolo, R Carlin, P Checchia, P De Castro Manzano, T Dorigo, U Dosselli, F Gasparini, U Gasparini, A Gozzelino, S Y Hoh, P Lujan, M Margoni, A T Meneguzzo, J Pazzini, M Presilla, P Ronchese, R Rossin, F Simonetto, A Tiko, M Tosi, M Zanetti, P Zotto, G Zumerle, A Braghieri, D Fiorina, P Montagna, S P Ratti, V Re, M Ressegotti, C Riccardi, P Salvini, I Vai, P Vitulo, M Biasini, G M Bilei, D Ciangottini, L Fanò, P Lariccia, R Leonardi, E Manoni, G Mantovani, V Mariani, M Menichelli, A Rossi, A Santocchia, D Spiga, K Androsov, P Azzurri, G Bagliesi, V Bertacchi, L Bianchini, T Boccali, R Castaldi, M A Ciocci, R Dell'Orso, S Donato, G Fedi, L Giannini, A Giassi, M T Grippo, F Ligabue, E Manca, G Mandorli, A Messineo, F Palla, A Rizzi, G Rolandi, S Roy Chowdhury, A Scribano, P Spagnolo, R Tenchini, G Tonelli, N Turini, A Venturi, P G Verdini, F Cavallari, M Cipriani, D Del Re, E Di Marco, M Diemoz, E Longo, P Meridiani, G Organtini, F Pandolfi, R Paramatti, C Quaranta, S Rahatlou, C Rovelli, F Santanastasio, L Soffi, N Amapane, R Arcidiacono, S Argiro, M Arneodo, N Bartosik, R Bellan, A Bellora, C Biino, A Cappati, N Cartiglia, S Cometti, M Costa, R Covarelli, N Demaria, B Kiani, F Legger, C Mariotti, S Maselli, E Migliore, V Monaco, E Monteil, M Monteno, M M Obertino, G Ortona, L Pacher, N Pastrone, M Pelliccioni, G L Pinna Angioni, A Romero, M Ruspa, R Salvatico, V Sola, A Solano, D Soldi, A Staiano, D Trocino, S Belforte, V Candelise, M Casarsa, F Cossutti, A Da Rold, G Della Ricca, F Vazzoler, A Zanetti, B Kim, D H Kim, G N Kim, J Lee, S W Lee, C S Moon, Y D Oh, S I Pak, S Sekmen, D C Son, Y C Yang, H Kim, D H Moon, G Oh, B Francois, T J Kim, J Park, S Cho, S Choi, Y Go, S Ha, B Hong, K Lee, K S Lee, J Lim, J Park, S K Park, Y Roh, J Yoo, J Goh, H S Kim, J Almond, J H Bhyun, J Choi, S Jeon, J Kim, J S Kim, H Lee, K Lee, S Lee, K Nam, M Oh, S B Oh, B C Radburn-Smith, U K Yang, H D Yoo, I Yoon, D Jeon, J H Kim, J S H Lee, I C Park, I J Watson, Y Choi, C Hwang, Y Jeong, J Lee, Y Lee, I Yu, V Veckalns, V Dudenas, A Juodagalvis, A Rinkevicius, G Tamulaitis, J Vaitkus, Z A Ibrahim, F Mohamad Idris, W A T Wan Abdullah, M N Yusli, Z Zolkapli, J F Benitez, A Castaneda Hernandez, J A Murillo Quijada, L Valencia Palomo, H Castilla-Valdez, E De La Cruz-Burelo, I Heredia-De La Cruz, R Lopez-Fernandez, A Sanchez-Hernandez, S Carrillo Moreno, C Oropeza Barrera, M Ramirez-Garcia, F Vazquez Valencia, J Eysermans, I Pedraza, H A Salazar 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D'Alfonso, G Gomez Ceballos, M Goncharov, P Harris, D Hsu, M Hu, M Klute, D Kovalskyi, Y-J Lee, P D Luckey, B Maier, A C Marini, C Mcginn, C Mironov, S Narayanan, X Niu, C Paus, D Rankin, C Roland, G Roland, Z Shi, G S F Stephans, K Sumorok, K Tatar, D Velicanu, J Wang, T W Wang, B Wyslouch, R M Chatterjee, A Evans, S Guts, P Hansen, J Hiltbrand, Sh Jain, Y Kubota, Z Lesko, J Mans, M Revering, R Rusack, R Saradhy, N Schroeder, M A Wadud, J G Acosta, S Oliveros, K Bloom, S Chauhan, D R Claes, C Fangmeier, L Finco, F Golf, R Kamalieddin, I Kravchenko, J E Siado, G R Snow, B Stieger, W Tabb, G Agarwal, C Harrington, I Iashvili, A Kharchilava, C McLean, D Nguyen, A Parker, J Pekkanen, S Rappoccio, B Roozbahani, G Alverson, E Barberis, C Freer, Y Haddad, A Hortiangtham, G Madigan, B Marzocchi, D M Morse, T Orimoto, L Skinnari, A Tishelman-Charny, T Wamorkar, B Wang, A Wisecarver, D Wood, S Bhattacharya, J Bueghly, T Gunter, K A Hahn, N Odell, M H Schmitt, K Sung, M Trovato, M Velasco, R Bucci, N Dev, R Goldouzian, M Hildreth, K Hurtado Anampa, C Jessop, D J Karmgard, K Lannon, W Li, N Loukas, N Marinelli, I Mcalister, F Meng, Y Musienko, R Ruchti, P Siddireddy, G Smith, S Taroni, M Wayne, A Wightman, M Wolf, A Woodard, J Alimena, B Bylsma, L S Durkin, B Francis, C Hill, W Ji, A Lefeld, T Y Ling, B L Winer, G Dezoort, P Elmer, J Hardenbrook, N Haubrich, S Higginbotham, A Kalogeropoulos, S Kwan, D Lange, M T Lucchini, J Luo, D Marlow, K Mei, I Ojalvo, J Olsen, C Palmer, P Piroué, D Stickland, C Tully, S Malik, S Norberg, A Barker, V E Barnes, S Das, L Gutay, M Jones, A W Jung, A Khatiwada, B Mahakud, D H Miller, G Negro, N Neumeister, C C Peng, S Piperov, H Qiu, J F Schulte, N Trevisani, F Wang, R Xiao, W Xie, T Cheng, J Dolen, N Parashar, U Behrens, K M Ecklund, S Freed, F J M Geurts, M Kilpatrick, Arun Kumar, W Li, B P Padley, R Redjimi, J Roberts, J Rorie, W Shi, A G Stahl Leiton, Z Tu, A Zhang, A Bodek, P de Barbaro, R Demina, J L Dulemba, C Fallon, T Ferbel, M Galanti, A Garcia-Bellido, O Hindrichs, A Khukhunaishvili, E Ranken, R Taus, B Chiarito, J P Chou, A Gandrakota, Y Gershtein, E Halkiadakis, A Hart, M Heindl, E Hughes, S Kaplan, I Laflotte, A Lath, R Montalvo, K Nash, M Osherson, H Saka, S Salur, S Schnetzer, S Somalwar, R Stone, S Thomas, H Acharya, A G Delannoy, S Spanier, O Bouhali, M Dalchenko, M De Mattia, A Delgado, S Dildick, R Eusebi, J Gilmore, T Huang, T Kamon, H Kim, S Luo, S Malhotra, D Marley, R Mueller, D Overton, L Perniè, D Rathjens, A Safonov, N Akchurin, J Damgov, F De Guio, V Hegde, S Kunori, K Lamichhane, S W Lee, T Mengke, S Muthumuni, T Peltola, S Undleeb, I Volobouev, Z Wang, A Whitbeck, S Greene, A Gurrola, R Janjam, W Johns, C Maguire, A Melo, H Ni, K Padeken, F Romeo, P Sheldon, S Tuo, J Velkovska, M Verweij, M W Arenton, P Barria, B Cox, G Cummings, J Hakala, R Hirosky, M Joyce, A Ledovskoy, C Neu, B Tannenwald, Y Wang, E Wolfe, F Xia, R Harr, P E Karchin, N Poudyal, J Sturdy, P Thapa, T Bose, J Buchanan, C Caillol, D Carlsmith, S Dasu, I De Bruyn, L Dodd, C Galloni, H He, M Herndon, A Hervé, U Hussain, A Lanaro, A Loeliger, K Long, R Loveless, J Madhusudanan Sreekala, D Pinna, T Ruggles, A Savin, V Sharma, W H Smith, D Teague, S Trembath-Reichert\",\"doi\":\"10.1007/s41781-020-00041-z\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>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 <math> <mrow><msqrt><mi>s</mi></msqrt> <mo>=</mo> <mn>13</mn> <mspace></mspace> <mtext>TeV</mtext></mrow> </math> 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 <math><mrow><mspace></mspace> <msup><mtext>fb</mtext> <mrow><mo>-</mo> <mn>1</mn></mrow> </msup> </mrow> </math> . 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 <math><mrow><mtext>b</mtext> <mover><mrow><mtext>b</mtext></mrow> <mrow><mo>¯</mo></mrow> </mover> </mrow> </math> .</p>\",\"PeriodicalId\":36026,\"journal\":{\"name\":\"Computing and Software for Big Science\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7659430/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Computing and Software for Big Science\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1007/s41781-020-00041-z\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2020/10/30 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q1\",\"JCRName\":\"Computer Science\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computing and Software for Big Science","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1007/s41781-020-00041-z","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2020/10/30 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"Computer Science","Score":null,"Total":0}
引用次数: 0
摘要
我们描述了一种方法，用于获得欧洲核子研究中心大型强子对撞机在 s = 13 TeV 能量下质子-质子对撞中产生的 b 夸克所产生的射流能量的点和离散估计值。该算法在大量模拟的b喷流样本上进行了训练，并在2017年CMS探测器记录的数据上进行了验证，对应的综合光度为41 fb - 1。基于深度前馈神经网络的多元回归算法采用了射流的组成和形状信息，以及与射流相关的重建次级顶点的属性。该算法的结果被用来提高利用终态中的b射流进行分析的灵敏度，例如观测希格斯玻色子衰变为b b ¯ 。
A Deep Neural Network for Simultaneous Estimation of b Jet Energy and Resolution.
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 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 . 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 .
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