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Development of systematic uncertainty-aware neural network trainings for binned-likelihood analyses at the LHC
- Druzhkin, Dmitry;
- Borshch, V.;
- Babaev, A. A.;
- Uzunian, A. V.;
- Ryou, Yeonsu;
- ... Kim, Taejeong;
- 외 2,377명
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1초록
We propose a neural network training method capable of accounting for the effects of systematic variations of the data model in the training process and describe its extension towards neural network multiclass classification. The procedure is evaluated on the realistic case of the measurement of Higgs boson production via gluon fusion and vector boson fusion in the ττ decay channel at the CMS experiment. The neural network output functions are used to infer the signal strengths for inclusive production of Higgs bosons as well as for their production via gluon fusion and vector boson fusion. We observe improvements of 12 and 16% in the uncertainty in the signal strengths for gluon and vector-boson fusion, respectively, compared with a conventional neural network training based on cross-entropy.
키워드
PAIR
- 제목
- Development of systematic uncertainty-aware neural network trainings for binned-likelihood analyses at the LHC
- 저자
- Druzhkin, Dmitry; Borshch, V.; Babaev, A. A.; Uzunian, A. V.; Ryou, Yeonsu; Merlin, Jeremie Alexandre; Kim, Taejeong; Kim, D. H.; Choi, J.; Aşilar, Ece; Slabospitskii, S.; Kachanov, Vasilij A.; Skovpen, Yu I.; Radchenko, O.; Kozyrev, A. N.; Dimova, Tatyana V.; Blinov, Vladimir E.; Volkov, P. V.; Savrin, V. I.; Perfilov, Maxim A.; Klyukhin, Vyacheslav I.; Gribushin, A. M.; Ershov, A. A.; Dudko, L. Vladimirovich; Dubinin, Mikhail N.; Bunichev, Viacheslav E.; Boos, Edward E.; Terkulov, Adel R.; Kirakosyan, Martin R.; Azarkin, Maxim Yu; Andreev, Vladimir F.; Polikarpov, S. M.; Chistov, Ruslan N.; Chadeeva, M. V.; Žhokin, A. S.; Popov, V.; Lychkovskaya, N. V.; Gavrilov, V. B.; Ivanov, Kirill M.; Aushev, Tagir A.Kh; Vorobyev, An A.; Uvarov, Lev N.; Sulimov, V. V.; Sosnov, Dmitry E.; Oreshkin, Vadim A.; Murzin, V. I.; Kim, Victor T.; Ivanov, Yu B.; Golovtcov, V.; Gavrilov, G. E.; Toropin, A. N.; Tlisova, I. V.; Krasnikov, Nikolai V.; Kirsanov, Mikhail M.; Kirpichnikov, Dmitry V.; Karneyeu, Anton E.; Golubev, N. A.; Gninenko, Sergei N.; Dermenev, A. V.; Andreev, Y. U.; Zhizhin, Ilia A.; Zarubin, A. V.; Yuldashev, Bekhzod S.; Voytishin, Nikolay N.; Teryaev, Oleg V.; Smirnov, Vladimir A.; Shulga, S. G.; Shmatov, Sergei V.; Shalaev, Vladislav V.; Savina, Maria V.; Perelygin, V. V.; Palichik, Vladimir V.; Nikitenko, Alexandre N.; Matveev, Viktor A.; Malakhov, Alexander I.; Lanev, A. V.; Korenkov, Vladimir; Kodolova, Olga L.; Karjavine, Vladimir Yu; Gorbunov, Ilya N.; Golutvin, I. A.; Budkouski, D. V.; Alexakhin, Vadim Yu; Afanasiev, Sergey V.; Warden, A.; Vetens, W.; Tsoi, Ho Fung; Teague, D.; Smith, W. 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E.; Popova, Elena V.; Paranjpe, Mekhala M.; Papageorgakis, C.; Palmer, Christopher A.; Nabili, S.; Mignerey, Alice C.; Lascio, S.; Lai, Yueshi; Kronheim, Braden S.; Koeth, Timothy W.; Kellogg, Richard G.; Jabeen, Shabnam; Hadley, Nicholas J.; Nozaki, Mitsuaki C.; Chen, Y. M.; Bistany-Riebman, Joshua; Belloni, Alberto; Baden, Andrew R.; Sorrentino, Giulia; Roy, Debarati; Natoli, J.; Maravin, Yurii Y.; Kaadze, K.; Ivanov, Andrey; Gujju Gurunadha, R.; Allmond, B.; Wilson, Graham W.; Smith, C.; Sanders, S. J.; Royon, Christophe R.; Rogan, Christopher S.; Popescu, Sorina; Pitt, Michael; Nickel, M.; Murray, Michael J.; Marquez, Juan; Le Mahieu, C.; Lazarovits, M.; Krintiras, Georgios Konstantinos; King, J. W.; Grove, D.; Flowers, Zachary; Bean, Alice; Arteaga Escatel, S.; Anguiano, J.; Alcerro Alcerro, L. F.; Abreu, A.; Swartz, Morris L.; Sekhar, Sanjana; Roskes, J. 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Daniel; Dutta, Irene; Cummings, Grace; Chlebana, Frank S.; Cheung, Harry W.K.; Cerati, Giuseppe B.; Canepa, Anadi; Butler, Joel N.; Burkett, Kevin; Bhat, Pushpalatha C.; Berryhill, Jeffrey; Berry, Douglas R.; Bauerdick, Lothar A.T.; Apresyan, Artur; Apollinari, Giorgio; Amram, Oz; Alyari, M.; Albrow, Michael G.G.; Zou, R.; Wittich, Peter; Thom-Levy, Julia; Ryd, Anders; Reid, Michael M.; Patterson, J. R.; Oshiro, Michael; Monroy, J.; Kotamnives, Peace; Hogan, S.; Fan, X.; Fan, J.; Dickinson, Jennet; Cranshaw, D. J.; Chen, X.; Alexander, John M.; Zuolo, Davide; Zipper, Noah; Wagner, Stephen Robert; Ulmer, Keith A.; Stenson, Kevin; Schonbeck, N.; Savard, Claire; Pearkes, Jannicke; Manganelli, Nicholas; Hassani, A.; Hart, Andrew; Ford, William T.; Cumalat, J. P.; Terrill, W.; Sanchez, A. Lozano; Roberts, A.; Paulini, Manfred G.; Park, Kyungmin; Palit, Pritam; Murthy, Sindhu; Mudholkar, Tanmay; Liu, Chunlei; Kanemura, M.; Kallil Tharayil, A.; Harilal, Abhirami; Gómez Espinosa, T. A.; Ferguson, T.; Dutta, Valentina; Cremonesi, Matteo; Bryant, Patrick; An, Sitong; Alison, John M.; Zhu, Renyuan; Xie, Si; Wang, C.; Vlimant, J. R.; Spiropulu, Maria; Reales Gutierrez, G.; Newman, Harvey B.; Mao, J.; Cerri, Olmo; Bornheim, Adolf; Bhattacharya, Soham; Zhang, Danyi; Yan, Xuli; Vami, Tamás Álmos; Stuart, David; Sheplock, J.; Setti, F.; Schmitz, Ryan; Sarica, Ulascan; Santpur, S. Neha; Richman, Jeffrey D.; Mei, Hualin; Masterson, Phillip; Li, A. J.; Kim, J. S.; Incandela, Joseph; Hussain, M. M.; Grieco, Chiara; Downham, K.; Campagnari, Claudio; Brennan, Liam; Barzdukas, Audrius; Yagil, Avraham; Xiang, Y.; Würthwein, Frank K.; Vourliotis, Emmanouil; Tadel, Matevž; Sharma, V.; Quinnan, Melissa; Primosch, Daniel; Pieri, Marco; Mukherjee, Swagata; Mokhtar, Farouk; Masciovecchio, Mario; Letts, J.; Lee, R.; Krutelyov, Vyacheslav; Kansal, Raghav; Guiang, Jonathan; Gu, Yanxi; Giannini, Leonardo; Duarte, Javier Mauricio; Diaz, Daniel; Cooperstein, Stephane B.; Cittolin, Sergio; Branson, James G.; Arora, Aashay; Aportela, A.; Hanson, G. G.; Gary, J. William; Clare, R.; Valuev, V.; Saltzberg, David P.; Nunez del Prado, A.; Manca, Elisabetta; Lo, Y. F.; Lam, T.; Iqbal, M. A.; Ignatenko, Mikhail; Hauser, Jay; Flores Avila, G.; Datta, Abhisek; Cousins, R.; Campos, D.; Bachtis, Michail; Adamidis, Konstantinos; Zhang, Fengwangdong; Yoo, Saeahram; Wei, W.; Ostrom, S.; Mulhearn, Michael; Mocellin, Giovanni; Kukral, Ota; Jensen, Frank; Erbacher, Robin D.; Cox, P. 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E.; Dominguez, Aaron; Bartek, Rachel; Wilson, John Allan; Sutantawibul, C.; Sawant, S.; Samudio, Jonathan; McMaster, B.; Hiltbrand, Joshua; Hegde, Vinay; Hatakeyama, Kenichi; Dittmann, J. R.; Darwish, Mohamed Rashad; Collins, E.; Brinkerhoff, Andrew; Abdullin, Salavat K.; Reid, Ivan D.; Kyberd, P.; Khan, Akram; Cole, Joanne E.; Winterbottom, Daniel; Wardle, Nicholas C.; Vojinoviç, M.; Virdee, Tejinder Singh; Uttley, G. P.; Uchida, K.; Tapper, Alexander D.; Shukla, R. A.; Seez, C. M.; Savva, K.; Rose, Andrew A.; Richards, Angela; Radburn-Smith, Benjamin C.; Pradeep, P. B.; Pesaresi, Mark; Nash, Jordan A.; Mieskolainen, Mikael M.; Mallios, Stavros; Maier, Benedikt; Magnan, Anne Marie; Lyons, Louis; León Holgado, J.; Law, K. H.; Langford, Jonathon; Krueper, P.; Knight, C. R.; Iles, Gregory M.; Howard, Alissa S.; Hall, Geoff; Fedi, Giacomo; Fayer, S.; Della-Negra, Michel; Davies, Gavin J.; Dauncey, Paul Dominic; Das, Indranil; Dancu, J. S.; Colling, David J.; Chahal, Gurpreetsingh; Carrillo Montoya, C. A.; Büchmüller, Oliver L.; Bloch, Philippe; Bainbridge, Robert John; Andreou, I.; Williams, Timothy Signal J.C.; Whalen, K. C.; Tomalin, Ian R.; Shepherd-Themistocleous, Claire H.; Schuh, T.; Salvi, G.; Sahasransu, Abanti Ranadhir; Reis, Thomas; Petyt, David A.; Olaiya, Emmanuel O.; Newbold, Dave M.; Manolopoulos, Konstantinos; Linacre, Jacob; Harper, Sam; Harder, Kristian; Ellis, Katherine V.; Elliot, Alison A.; Cooke, Charlotte; Cockerill, D. J.A.; Brown, R. M.; Brew, Christopher A.J.; Belyaev, A. V.; Bell, K. W.; Ball, Austin H.; Walkingshaw Pass, K.; Smith, V. J.; Robertshaw, L.; Paramesvaran, Sudarshan; Kreczko, Lukasz; Holmberg, M. L.; Heath, H. F.; Goldstein, Joel; Flaecher, H. U.; Cussans, David G.; Clement, E. J.; Bury, Florian; Bundock, A. C.; Brooke, Jim J.; Anthony, D.; Levchuk, Leonid G.; Grynyov, B.; Boyarintsev, A. 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G.; Chen, Kaifeng; Ceard, Ludivine; Tiwari, Praveen Chandra; Rout, Prasant Kumar; Lin, Willis T.; Kuo, Chiaming; Bhowmik, Debabrata; Adloff, C.; Tramontano, Raffaella; Stäger, Fabian; Shokr, E.; Senger, Matias; Robmann, P.; Reimers, Arne Christoph; Motta, Jona; Meng, Fanqiang; Meiring, Peter Eduard; Macchiolo, Anna; Liechti, Sascha P.; Leontsinis, Stefanos; Jofrehei, Arash; Jin, W.; Huwiler, Marc; Cormier, Kyle J.R.; Canelli, M. F.; Bärtschi, Pascal; Amsler, Claude; Wallny, Rainer S.; Valsecchi, Davide; Tarabini, Alessandro; Steggemann, Jan; Seidita, R.; Risti’C, Branislav; Pigazzini, S.; Perovic, Vasilije; Paüss, Felicitas; Nessi-Tedaldi, Francesca; Mascellani, A.; Marchese, Luigi; Marchegiani, Matteo; Manzoni, Riccardo A.; Lyon, Anne Mazarine; Lüstermann, Werner; Hits, Dmitry A.; Harte, Thierry Guillaume; Härringer, Nico; Grab, Christoph; Glessgen, Franz; Gedia, Krunal Bipin; Galli, Massimiliano; Eble, Florian; Donegà, Mauro; Dittmar, Michael; Dissertori, Guenther; de Cosa, Annapaola; de Bryas Dexmiers D‘archiac, P.; Datta, Kaustuv; Cazzaniga, Cesare; Calandri, Alessandro; Bonomelli, Giorgia; Backhaus, Malte; Aarrestad, Thea Klaeboe; Samalan, Amrutha; Rohe, Tilman; Noehte, L.; Missiroli, M.; Lange, Clemens; Kotliński, Danek; Kaestli, H. C.; Ingram, Q.; Horisberger, R.; Erdmann, Wolfram; Ebrahimi, Aliakbar; Caminada, Lea Michaela; Bevilacqua, Tiziano; Zeuner, Wolfram D.; Zejdl, Petr; Zehetner, Philipp; Wuchterl, Sebastian; Wang, J.; Wanczyk, Joanna; Walter, David; Tropea, Paola; Treille, Daniel; Summers, Sioni P.; Steen, Arnaud; Stahl Leiton, Andre Govinda; Sphicas, Paris A.; Silva, P. S.Rodrigues; Shchelina, Ksenia; Sharma, Abhishek; Selvaggi, Michele; Schwick, Christoph; Scarfi’, Simone; Sanchez Cruz, Sergio; Salvatico, Riccardo; Sakulin, Hannes; Rovere, Marco; Riti, Federica; Ribeiro Lopes, B.; Rabady, Dinyar Sebastian; Qu, Huilin; Pierini, Maurizio; Pfeiffer, Andreas; Petrucciani, Giovanni; Pantaleo, Felice; Orfanelli, Styliani; Neutelings, Izaak; Mulders, Martijn; Moortgat, Filip W.; Monti, Fabio; Miloševic, Vukašin; Meschi, Emilio; Mersi, Stefano; Meijers, Frans; Mehta, Andrew; Matthewman, Mark; Mannelli, M.; Kilminster, Benjamin J.; Magherini, M.; Lourenço, Carlos; Leutgeb, Elias; Lecoq, Paul R.; Laurila, Santeri; Karathanasis, G.; Karacheban, Olena; Kaluzinska, Oliwia Agnieszka; Janot, Patrick; James, Thomas Owen; Innocente, Vincenzo; Huber, Benjamin; Heikkilá, Jaana K.; Hegeman, Jeroen G.; Glowacki, M.; Glege, Frank; Gill, Kiranjyot; Gigi, Dominique; Giani, Simone; Funk, Wolfgang; Franzoni, Giovanni; Dobson, Marc; Deile, Mario; Defranchis, Matteo M.; de Roeck, Albert D.; David, Andre; Dabrowski, Anne Evelyn; d’Enterria, David G.; Chernyavskaya, Nadezda S.; Cerminara, Gianluca; Caillol, Cecile; Brown, Christopher E.; Brondolin, Erica; Bragagnolo, Alberto; Botta, Cristina; Borgonovi, Lisa; Bocci, Andrea; Bin Anuar, A. A.; Bianco, Michele; Bermudez Martinez, Armando; Barney, David D.; Baechler, Joachim; Auzinger, Georg; Auffray, Etiennette; Amendola, C.; Abbaneo, Duccio; Perera, N.; Liyanage, K.; Dharmaratna, W. G.D.; Wickramarathna, D. D.C.; Kailasapathy, B.; Vizan Garcia, J. M.; Vila, Ivan; Scodellaro, L.; Piedra-Gomez, J. S.; Navarrete Ramos, E.; Matorras-Cuevas, Pablo; Matorras, F.; Martinez Ruiz del Árbol, Pablo; Martinez-Rivero, Celso; Lopez Ruiz, Rubén; Lasaosa Garcia, C.; Gómez, Gervasio; Fernández-García, Marcos G.; Duarte-Campderros, Jordi; Calderón, Alicia; Cabrillo, I. J.; Blanco Fernández, S.; Vischia, Pietro; Vico Villalba, C.; Trapote, A.; Soto Rodríguez, A.; Rodríguez Bouza, V.; Prado Pico, J.; Palencia Cortezon, E.; Leguina, Pelayo; González Caballero, I.; Folgueras, S.; Fernandez Menendez, J.; Cuevas Maestro, J.; Ãlvarez Gonzãlez, Bárbara; De Trocóniz, Jorge Fernández; Vázquez-Escobar, Julia; Sastre, J.; Redondo, Ignacio; Puerta-Pelayo, Jesús; Perez-Calero Yzquierdo, Antonio; Perez Dengra, C.; Tobar, A. Navarro; Morcillo Perez, C. M.; Moran, Dermot; Martin Viscasillas, E.; Martín Pérez, Cristina M.Morcillo; Llorente.merino, J.; Josa, M. I.; Hernández, José M.; Goy López, Silvia; González López, Oscar; Fouz, M. C.; Flix, Josep; Fernández Ramos, Juan Pablo; Fernández del Val, D.; Escalante del Valle, A.; Delgado Peris, Antonio; Cruz, B. Dela; Chamizo-Llatas, M.; Cerrada, M.; Cepeda, Maria; Carretero, Oliver M.; Brochero Cifuentes, J. A.; Bedoya, Cristina Fernandez; Alcaraz Maestre, J.; Stojanovic, Milan; Rekovic, V.; Nađđerđ, Laslo J.; Milošević, Jovan; Dordevic, Milos; Devetak, Damir; Milenovic, Predrag; Adzic, P.; Wulff, J. W.; Varela, J.; Seixas, Josem Manoel De; Pisano, Matteo; Petrilli, Achille; Marozzo, G. B.; Leonardo, Nuno T.; Hollar, Jonathan J.; Gallinaro, Michele; Faccioli, Pietro; da Molin, Giacomo D.; Camporesi, Tiziano; Bozzo, M.; Boletti, Alessio; Beirão da Cruz e Silva, Cristóvão; Bastos, D.; Araujo, M.; Zabolotny, W. M.; Poźniak, Krzysztof T.; Fokow, Piotr Andrzej; Muhammad, A.; Królikowski, Jan; Konecki, Marcin; Kalinowski, Artur; Doroba, Krzysztof; Buńkowski, Karol; Zalewski, Piotr; Szleper, Michał; Kazana, Małgorzata; Górski, Maciej; Bluj, Michał; Białkowska, Helena; Piotrzkowski, Krzysztof; Malawski, Maciej; Grzanka, Leszek; Forthomme, Laurent; Bellora, Andrea; Avati, Valentina; Khan, W. A.; Hoorani, H. R.; Awan, M. I.M.; Awais, Ali; Asghar, M. I.; Ahmad, A.; Butler, Phillip Howard; Raičević, Nataša; Bubanja, Itana; Uribe Estrada, C.; Salazar-Ibarguen, Humberto A.; Pedraza, Isabel; Neri Huerta, F. E.; Bautista, Irais; Ramirez-Garcia, M.; Ramirez Guadarrama, D. L.; Oropeza-Barrera, Cristina; Sańchez-Hernańdez, Alberto; Mondragon Herrera, C. A.; Mejía-Guisao, Jhovanny Andres; Lopez-Fernandez, Ricardo; Heredia-De La Cruz, I.; De La Cruz-Burelo, Eduard; Crotte-Ledesma, H.; Castilla-Valdez, H.; Ayala, G.; Valencia-Palomo, Lizardo; Sehrawat, A.; Murillo Quijada, J. A.; León Coello, M.; Gallegos Marí Nez, L. G.; Encinas Acosta, H. A.; Castaneda Hernandez, A. M.; Benitez, Jose Feliciano; Zolkapli, Zukhaimira Zaki; Yusuff, I. M.; Tamulaitis, Gintautas; Rinkevicius, Aurelijus; Juodagalvis, Aa; Ambrozas, M.; Strautnieks, Normunds Ralfs; Sidiropoulos Kontos, D.; Seidel, Markus; Potrebko, Andris; Pikurs, Guntis; Osite, Dace; Munoz Diaz, C.; Gaile, Antra; Dreimanis, Karlis D.; Alazemi, F.; Gharbia, Yousef A.; Beyrouthy, Taha; Yu, Intae; Lee, Y.; Lee, Hakseong; Kim, Mi Ran; Choi, Minkyoo; Yoo, Hwidong; Kim, Bobae; Hwang, Kyuyeong; Ha, Seungkyu; Watson, Ian James; Roh, Younghoon; Park, In cue C.; Lee, Y.; Lee, Jason Sang Hun; Ko, Byeonghak; Kim, Seulgi; Kang, D. Y.; Jang, Woojin; Yoon, Inseok; Yang, Un-ki; Seo, Hyunkwan; Oh, Sungbin; Oh, B. H.; Lee, Jason Snang hun; Lee, J.; Lee, H.; Ko, Sanghyun; Kim, Y. W.; Kim, Jiwoong E.; Jun, Won; Choi, Jae-jin; Choi, J.; Bhyun, Ji Hwan; Almond, J.; Lee, S.; Kim, Yongsun; Kim, Hyunsoo; Kang, Yechan; Yang, S. L.; Goh, Junghwan T.W.; Yoo, Jae Hyeok; Lee, S. W.; Lee, Kyungsei; Lee, Kyong-sei; Hong, Byungsik; Han, Seyoung; Choi, Suyong; Moon, Dong-ho; Kim, Hyunyong; Gwak, P. J.; Bak, Gyeonghwan; Kim, Minsuk; Yang, Yoo-cheol; Tae, Bong-ho; Sekmen, Sezen; Ryu, M. S.; Oh, Youngdo; Moon, Chang-seong; Lee, S. W.; Lee, D.; Kim, J.; Hong, J.; Dogra, Sunil; Della Ricca, Giuseppe; de Leo, Ksenia; Cossutti, Fabio; Casarsa, M.; Candelise, Vieri; Belforte, Stephano; Babbar, Jyoti; White, Robert Stephen; Umoret, G.; Trocino, Daniele; Tarricone, C.; Staiano, Amedeo; Solano, A.; Sola, Valentina; Siviero, Federico; Ruspa, Marta; Pelliccioni, Mario; Pastrone, Nadia; Pacher, Luca; Ortona, Giacomo; Obertino, Maria Margherita; Mulargia, Roberto; Monteno, M.; Migliore, Ernesto; Meridiani, Paolo; Menzio, Luca; Mecca, A.; Maselli, S.; Markovic, Lazar; Mariotti, Chiara; Luongo, Fabio; Legger, Federica; Kiani, B.; Grippo, Michael T.; Finco, Linda; Demaria, Natale; Covarelli, Roberto; Costa, Marco J.; Cartiglia, Nicolò; Borca, Cecilia; Biino, Cristina; Bellan, R.; Bartosik, Nazar; Arneodo, Michele; Argiró, Stefano; Arcidiacono, R.; Amapane, Nicola; Vladimirov, V. E.; Soffi, Livia; Santanastasio, Francesco; Rovelli, Chiara; Rahatlou, Sh; Quaranta, C.; Paramatti, Riccardo; Pandolfi, Francesco; Organtini, Giovanni C.; Mijuskovic, Jelena; Martikainen, Laura; Longo, Egidio; Gargiulo, Ruben; Errico, F.; Diemoz, Marcella; Di Marco, Emanuele; del Re, Daniele; Cunqueiro Mendez, L.; Cavallari, Francesca; Basile, Chiara; Barria, Patrizia; Verdini, Piero Giorgio; Venturi, Andrea; Vaselli, Francesco; Turini, Nicola; Tonelli, G.; Tenchini, Roberto; Spagnolo, P.; Scribano, Angelo; Sarkar, Tanmay; Roy Chowdhury, S.; Rolandi, Gigi; Rizzi, Andrea; Palla, F.; Nandan, Saswati; Musich, Marco; Muraleedharan Nair Bindhu, V. K.; Mishra, Saswat; Messineo, Alberto M.; Matos Figueiredo, D.; Marini, A. C.; Ligabue, F.; Giassi, A.; Donato, Silvio; Dell’Orso, R.; D‘amante, V.; Cipriani, Marco; Ciocci, Maria Agness; Castaldi, R.; Bruschini, Davide; Bossini, Edoardo; Boccali, Tommaso; Bianchini, Lorenzo; Bhattacharya, Rajarshi; Bagliesi, Giusepppe; Azzürri, Paolo; Asenov, Patrick; Alexe, C. A.; Aime‘, Chiara; Tedeschi, Tommaso; Spiga, Daniele; Santocchia, Attilio; Rossi, A. M.; Moscatelli, F. A.; Menichelli, Mauro; Mariani, V.; Fanò, Livio; Ciangottini, Diego; Carrivale, Costanza; Bilei, Gian Mario; Ascioti, M. E.; Ajmal, S.; Vitulo, Paolo; Vai, I.; Salvini, Paola; Riccardi, Cristina; Re, Valerio; Montagna, Paolo; Fiorina, D.; Calzaferri, Simone; Braghieri, Alessandro; Zumerle, Gianni; Zucchetta, Alberto; Zotto, Pierluigi L.; Zanetti, Marco; Ventura, Sandro; Triossi, Andrea; Tosi, M.; Simonetto, Franco; Rossin, Roberto; Ronchese, Paolo; Pazzini, Jacopo; Migliorini, Matteo; Meneguzzo, Anna Teresa; Margoni, Martino M.; Lusiani, Enrico; Gulmini, Michele; Giorgetti, Sabrina; Gasparini, Ugo; Gasparini, Fabrizio; Dorigo, Tommaso; Checchia, Paolo; Bulla, A. C.M.; Bortolato, Gabriele; Bortignon, P.; Bisello, Dario D.; Bacchetta, N. B.; Azzi, P.; Ardino, Rocco; Rossi, Biagio; Paolucci, Pierluigi; Lista, Luca; Iorio, Alberto Orso Maria; Fabozzi, Francesco; Cavallo, Nicola; Carnevali, Francesco; Cagnotta, Antimo; Buontempo, B. S.; Tabarelli de Fatis, T.; Ragazzi, Stefano; Pizzati, G.; Pinolini, B. S.; Perego, Aurora; Pedrini, Daniele; Palluotto, Simona; Paganoni, Marco; Moroni, Luigi; Menasce, Dario; Massironi, Andrea; Malvezzi, Sandra; Malberti, Martina; Lucchini, Marco Toliman; Lavizzari, Giulia; Guzzi, Luca; Govoni, Pietro; Ghezzi, Alessio; Gerosa, R.; Gennai, Simone; Dini, Paolo; Dinardo, Mauro Emanuele; De Guio, Federico; Cetorelli, Flavia; Brivio, F.; Benaglia, A. D.; Tosi, Silvano; Robutti, E.; Ferro, Fabrizio; Alves Gallo Pereira, M.; Piccolo, Davide; Meola, Sabino; Bianco, Stefano; Benussi, L.; Viliani, Lorenzo; Sguazzoni, Giacomo; Papanastassiou, Alkis; Paoletti, Simone; Meschini, Marco; Lizzo, M.; Lenzi, Piergiulio; Latino, Giuseppe; Kello, Tomáš; Focardi, E.; D’Alessandro, Raffaello; Civinini, Carlo; Ciulli, Vitaliano; Ceccarelli, R.; Cassese, Antonio; Camaiani, Benedetta; Bardelli, G.; Barbagli, G.; Assiouras, Panagiotis; Tricomi, Alessia; Potenza, Renato; Lapertosa, Alessandro; Di Mattia, A. D.; Costa, S.; Siroli, Gian Piero; Rovelli, Tiziano; Rossi Tisbeni, S.; Rossi, Alberto M.; Primavera, F.; Perrotta, Andrea; Paggi, Giulia; Navarria, Francesco Luigi; Masetti, Gianni; Marcellini, Stefano; Lunerti, Leonardo; Lorusso, Marco; Lo Meo, S.; Guiducci, Luigi; Grandi, Claudio; Giommi, Luca; Fasanella, Daniele; Fanfani, Alessandra; Fabbri, Federica; Diotalevi, Tommaso; Dallavalle, G. M.; Cuffiani, Marco; Cavallo, Francesca R.; Castro, Andrea; Capiluppi, P.; Bonacorsi, Daniele; Battilana, C.; Abbiendi, Giovanni; Zaza, Angela; Verwilligen, Piet O.J.; Venditti, Rosamaria; Troiano, D.; Stamerra, Anna; Sözbilir, Ü.; Simone, Federica Maria; Silvestris, L.; Ranieri, Antonio; Ramos Lopez, Dayron; Radogna, Raffaella; Pugliese, Gabriella Maria Incoronata; Pompili, Alexis; Pellecchia, Antonello; Nuzzo, Salvatore; My, Salvatore; Mastrapasqua, Vincenzo; Margjeka, I.; Maggi, Marcello; Maggi, Giorgio Pietro; Louka, M.; Longo, Luigi; Iaselli, Giuseppe; Giacomelli, Paolo; Ferrara, Nicola; Elmetenawee, Walaa; de Palma, Mauro; de Filippis, Nicola; D‘Anzi, Brunella; Creanza, Donato M.; Colaleo, Anna; Abbrescia, Marcello; Grünewald, Martin W.; Felcini, Marta; Tizchang, Seddigheh; Mohammadi Najafabadi, Mojtaba; Khazaie, E.; Khakzad, Mohsen; Hosseini, Yasaman; Etesami, S. M.; Chenarani, S.; Bashiri, Saleh; Zeinali, M.; Jafari, Abideh; Bakhshiansohi, H.; Vaish, K. Y.; Sharma, Seema; Sahu, Bisnupriya; Laha, A.; Kansal, B.; Hazarika, P.; Gomber, Bhawna; Dube, Sourabh; Alpana, Alpana; Acharya, S.; Vats, Diwakar; Varghese, Sanu; Swain, Sanjay Kumar; Sadangi, Priyanka; Pal, Kuldeep Kumar; Nayak, Satya Samiran; Nayak, Aruna Kumar; Naskar, Kousik; Mal, Prolay Kumar; Maity, D.; Kar, Chandiprasad; Bahinipati, Seema; Thachayath, A.; Parolia, S.; Mazumdar, Kajari; Majumder, Gobinda; Kumar, Sajan; Joshi, Bhargav M.; Jaiswal, Amaresh; Jain, Sh; Guchait, Monoranjan; Chatterjee, Rajdeep M.; Bhowmik, Sandeep; Banerjee, Sw; Bala, Anirban; Suryadevara, Pruthvi; Shelake, M.; Mohanty, Gagan B.; Dugad, Shashikant R.; Vijay, Anusree; Verma, Sadhana; Verma, Piyush V.; Singh, Ritesh K.; Sikdar, Anup Kumar; Sharma, Ashish; Saha, Nihar Ranjan; Pujahari, Prabhat R.; Parida, Bibhuti; Mishra, Tribeni; Kumar, Deekshit; Komaragiri, Jyothsna Rani; Kamble, Samadhan; Kalbhor, P.; Jana, Pranati; Dash, Ganapati; Chatterjee, Suman; Behera, Subash Chandra; Behera, Prafulla Kumar; Ameen, Mohammad Mohammad Mobassir; Sarkar, Shilpa; Dutta, Shubham; Dütta, Suchandra; das Gupta, Subal; Bhattacharya, Sudeb N.; Barman, S.; Baradia, Sweta; Saumya, Saumya; Saini, Mahesh Kumar; Ranjan, Kirti; Naimuddin, Mohammad; Kumar, Arun; Kumar, Ashok; Choudhary, Brajesh Chandra; Chhetri, A.; Bhardwaj, Ashutosh; Singla, Aayushi; Singh, Jaiveer B.; Sheokand, Tanvi; Kumar, Sandeep; Kaur, Manjit; Kaur, Harjot; Kaur, Amandeep; Kaur, Ashpreet; Dhingra, Nitish; Chauhan, S.; Chaudhary, Geetanjali; Bhatnagar, V.; Beri, Suman B.; Bansal, Sunil; Novák, Tamás; Nemes, F.; Csörgő, Tamás F.; Szillasi, Zoltan; Molnár, József; Czellár, Sándor; Bencze, G. L.; Zilizi, Gergo; Újvári, Balázs; V́eres, Gábor I.; Pásztor, Gabriella; Major, Péter; Kadlecsik, Ármin; Gadallah, M. M.A.; Fehérkuti, Anna; Farkas, Krisztián; Csanád, Máté; Veszprémi, V.; Siklér, Ferenc; Rádl, Attila József; Márton, Krisztina; Horvàth, Dezsö X.; Hajdú, Csaba F.; Strologas, John; Papadopoulos, Ioannis; Manthos, Nikolaos; Kosmoglou Kioseoglou, Polidamas Georgios; Kokkas, Panagiotis; Katsoulis, P.; Kamtsikis, C.; Foüdas, Constantinos; Evangelou, Ioannis; Bestintzanos, Ioannis; Zacharopoulou, A.; Tsipolitis, G.; Siamarkou, E.; Papakrivopoulos, Ioannis; Kousouris, Konstantinos S.; Karapostoli, Georgia; Chatzistavrou, T.; Bakas, Georgios; Zisopoulos, I.; Vellidis, K.; Tziaferi, Eirini; Theofilatos, Konstantinos; Saoulidou, Niki; Paraskevas, Ioannis Apollon; Painesis, Z.; Melachroinos, G.; Stakia, Anna; Papadopoulos, Alkiviadis; Kyriakis, Aristotelis; Daskalakis, Georgios J.; Anagnostou, Georgios; Zuo, Xunwu; Wolf, Roger; Wittig, F.; Wieland, S.; Wassmer, Michael; von den Driesch, J.; von Cube, Ralf Florian; Voigtländer, Tim; Trevisani, Nicolò; Topko, Bogdan; Toms, M.; Tauqeer, K.; Stockmeier, Lea; Sowa, L.; Simonis, Hans Jrgen; Shvetsov, Ivan A.; Shadskiy, N.; Schmieder, R.; Regnery, Brendan; Rabbertz, Klaus; Quast, Günter; Presilla, M.; Pfeffer, Emanuel; Oh, Minseok; Neukum, Max; Müller, Th; Mormile, M.; Monsch, A. A.; Mitra, Soureek; Maier, S.; Lintuluoto, Adelina Eleonora; Link, Manuel; Lawhorn, Jay M.; Lavoryk, O.; Klute, Markus; Kieseler, Jan; Husemann, Ulrich; Horzela, Maximilian M.; Hofsaess, Robin; Hartmann, Frank; Gottmann, Artur; Giffels, Manuel; Faltermann, Nils; Elicabuk, Umut; Dincer, Gizem Gul; Dierlamm, Alexander; Chwalek, Thorsten; Butz, Erik; Brommer, S.; Wolf, M. W.; Wiederspan, B.; Tews, A.; Steinbruc̈k, Georg; Stadie, Hartmut; Sommerhalder, Manuel; Schwandt, Joern; Schröder, Matthias; Schleper, Peter; Schindler, J.; Savoiu, Daniel; Rieger, M.; Raciti, Bianca; Quadfasel, Tobias; Pena Rodriguez, K. J.; Paasch, Alexander M.; Nissan, Y.; Nigamova, A. A.; Mrowietz, Malte; Moureaux, L.; Matthies, Ch; Lobanov, Artur; Lange, J.; Labe, Finn; Kutzner, Viktor; Kuo, Chinchia; Kramer, T.; Korcari, William; Klanner, Robert; Keicher, P.; Kasieczka, Gregor; Jabusch, Henrik R.; Hundhausen, Daniel; Haller, Johannes; Grohsjean, Alexander; Garutti, Erika; Fischer, Yannick; El Morabit, K.; Connor, Patrick L.S.; Bonanomi, Matteo; Bollweg, Sasha; Antonello, Massimiliano; Albrecht, S.; Albrecht, A.; Zimermmane Castro Santos, A.; Zakharov, S. A.; Yang, Youhua; Wissing, Christoph; Wiens, L.; Wichmann, Katarzyna Helena; Wang, Quan; Wang, Dayong; Walsh, Roberval; Ventura Barroso, Ana; Vazzoler, Federico; Stafford, Dominic; Shchedrolosiev, Mykyta; Sharko, K.; Selivanova, D. A.; Schwanenberger, Christian; Schütze, Paul; Schnake, Simon; Scham, Moritz A.W.; Rygaard, L.; Rubenach, J.; Rastorguev, Daniil; Raspereza, Alexei; Ranken, Evan; Park, Junesic Hoon; Nürnberg, Andreas; Niedziela, Jeremi; Nair, Lakshmi Priya; Mussgiller, A.; Moral Figueroa, K.; Milella, Gabriele; Meyer, Arnd B.; Mendizabal Morentin, M.; Melzer-Pellmann, Isabell Alissandra; Mankel, Rainer; Lorkowski, Florian; Lohmann, Wolfgang; Lipka, Katerina; Leyva Pernía, Diana; Lange, Wolfgang; Krücker, Dirk; Komm, Matthias; Kogler, Roman; Kleinwort, Claus; Käsemann, Matthias; Kaech, B.; Jeppe, Laurids; Hinzmann, Andreas; Guthoff, Moritz; Guglielmi, Valentina; Geiser, Achim; Gallo, Elisabetta; Estévez Baños, Luis Ignacio; Eckstein, Doris; Eckerlin, Guenter; de Silva, M.; Colombina, Federica Cecilia; Cardini, Alessandro; Campbell, A. J.; Borras, Kerstin; Blekman, Freya; Belvedere, Alberto; Behnke, Olaf; Becerril Gonzalez, H.; Bayatmakou, M.; Baxter, S.; Bach, Jorn; An, Ying; Amoroso, Simone; Alimena, Juliette; Aldaya Martin, Maria; Aarup Petersen, H.; Zotz, A.; Ziemons, T.; Stahl, Achim; Pooth, O.; Nowack, A.; Kress, T.; Flügge, G.; Dziwok, C.; Zaleski, S.; Wiedenbeck, S.; Torres da Silva de Araujo, F.; Späh, Jan Lukas; Sharma, Abhishek S.; Seth, C.; Schmidt, Alexander; Sarkisovi, Valentina; Reithler, H.; Rehm, Florian; Redjeb, Wahid; Rath, Yannic; Pozdnyakov, Andrey; Nowotny, F.; Noll, Dennis; Mukherjee, S.; Meyer, A.; Merschmeyer, M.; Mausolf, Florian; Lee, M. Y.; Jung, Andreas W.; Ivone, Francesco; Hoepfner, Kerstin; Hebbeker, Thomas; Fischer, Benjamin; Erdmann, Martin J.; Erdmann, Johannes; Engelke, F.; Eliseev, Dmitry; Eich, Niclas Steve; Dodonova, A.; Diekmann, Svenja; Teroerde, M.; Roewert, Nicolas M.; Perez Adan, D.; Pauls, Alexander J.; Meuser, Danilo; Lipinski, Martin O.; Klein, Katja; Felď, Lutz; Consuegra Rodriguez, S.; Botta, Valeria; Tsamalaidze, Zviadi B.; Lomidze, I.; Adamov, G.; Xiao, Jie; Verdier, Patrice; Vander-Donckt, M.; Purohit, Arnab; Perriès, Stèphane; Mirabito, Laurent; Lethuillier, Morgan; Laktineh, Imad B.; Jourd‘huy, E.; Ille, B.; Grenier, Gérald; Greenberg, C.; Gouzevitch, Maxime G.; Gascon, S.; Fay, J.; El Mamouni, Houmani; Dozen, Candan; Depasse, P.; Contardo, Didier; Chanon, Nicolas Pierre; Boudoul, Gaëlle; Blancon, B.; Beauceron, Stéphanie; Amram, D.; Di Florio, Adriano; Vaucelle, P.; van Hove, P.; Sessini, M. A.; Saha, Gourab; Poncet, O.; Meena, M.; Le Bihan, Anne Catherine; Haeberle, R.; Goerlach, Ulrich; Falke, Saskia; Collard, Caroline; Chabert, Eric C.; Brom, Jean Marie; Bloch, Daniel; Apparu, D.; Andrea, Jérémy; Agram, Jean Laurent; Zghiche, Amina; Zabi, Alexandre; Vernazza, Elena; Urda Gómez, L.; Sokmen, G.; Sirois, Y.; Sauvan, Jean Baptiste; Salerno, R.; Ochando, Christophe; Obraztsov, S. V.; Nguyen, Matthew T.; Liu, Guoming; Kalipoliti, Lida; Harikrishnan, B.; Hakimi, A.; Granier De Cassagnac, Raphaël Greiner; Gilbert, A. K.; Ghosh, Saptaparni; Fontana Santos Alves, B. A.; Ehle, I. T.; de Wit, Adinda; Davignon, Olivier A.; Damas, F. P.A.; Cuisset, T. D.; Chiusi, Marco; Charlot, Claude; Cappati, Alessandra; Busson, P.; Boldrini, Giacomo; Beaudette, F.; Tornago, Marta; Titov, M.; Simkina, Polina; Savoy-Navarro, Aurore; Şahin, Mehmet Ozgur; Rosowsky, A.; Portalès, Louis; Orlandi, Francesco; Malclès, Julie; Lohezic, Victor; Kumar, Mintu; Hamel de Monchenault, Gautier; Gras, Phillippe; Ganjour, Serguei; Ferri, Federico; Faure, J. L.; Denegri, Daniel; Déjardin, Marc; Couderc, Fabrice; Besançon, Marc; Petrow, H.; Luukka, Panja Riina; Kirschenmann, Henning; Tuominiemi, J. K.; Rantanen, Milla Maarit; Myllymäki, M.; Lindén, Tomas; Lehti, Sami; Lassila-Perini, Kati; Lampén, T.; Kallonen, Kimmo T.S.; Inkaew, P.; García, Francisco; Brücken, Erik J.; Bin Norjoharuddeen, N.; Voutilainen, Mikko A.; Österberg, Kenneth; Veelken, Christian; Tani, Laurits; Raidal, Martti; Pata, Joosep; Nielsen, Christine Elizabeth; Lange, T.; Kadastik, Mario; Ehatäht, Karl; Mahmoud, Mohammed Attia; Abdullah Al-Mashad, M.; El-Mahdy, B.; Assran, Y.; Abdalla, Hassan; Carrera Jarrin, E.; Ayala, Edy; Květoň, Antonin; Finger, Miroslav; Finger, Mir; Stepennov, Anton; Saka, H.; Rykaczewski, H.; Razis, P. A.; Ptochos, F.; Paizanos, L.; Nicolaou, Ch; Mousa, J.; Leonidou, C.; Hadjiagapiou, A.; Christoforou, K.; Attikis, Alexandros; Šǔsa, Tatjana; Starodumov, Andrey; Jakovčić, Krešimir; Ferencek, Dinko; Chitroda, B. K.; Brigljevič, Vuko; Bargassa, P.; Sculac, Toni; Petkovic, A.; Kovač, Marko; Sculac, A.; Lelas, Damir; Godinović, Nikola; Giljanovic´, D.; Ruiz-Álvarez, José David; Ruales Barbosa, A. A.; Rodriguez, M.; Rendon, C.; Jaramillo, Johny; Reyes Vega, J. A.; Fraga, Jorge F.; Florez, C. A.; Cabrera, A.; Barbosa Trujillo, D. A.; Ávila, Carlos A.; Baringer, Philip S.; Lu, C.; Lin, Zhen; Li, Youying; Zhang, Jingqing; Yi, Kai; Wang, H.; Li, Bingli; Bauer, Gerry; Lu, Nan; Jaffel, K.; You, Zhengyun; Yang, Shuai; Zhou, Chen; Zhao, Yuzhe; Yang, H.; Wang, Dayong; Sun, Xiaohu; Qin, X.; Qian, S. J.; Qian, Sitian J.; Mao, Y.; Li, Quanyin; Li, Changqiao; Levin, Anna Sara Shafferman; Jiang, Chunhua; Guo, Botao; Deng, Sen; Carvalho Antunes de Oliveira, A.; Ban, Young; Agapitos, Antonios; Zhao, Jingzhou; Zhang, H. Q.; Wang, Zheng Y.; Wang, Jike; Wang, Christina W.; Tao, J.; Song, Jianing; Sharma, Ram Krishna; Liu, Z. A.; Liao, H.; Kapoor, A.; Jiang, C. 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