Fulltext

A Deep Neural Network for Simultaneous Estimation of b Jet Energy and Resolution

Sirunyan AM 1 , Tumasyan A 1 , Adam W 2 , Ambrogi F 2 , Bergauer T 2 , Dragicevic M 2 Show all authors , Erö J 2 , Valle AED 2 , Flechl M 2 , Frühwirth R 2 , Jeitler M 2 , Krammer N 2 , Krätschmer I 2 , Liko D 2 , Madlener T 2 , Mikulec I 2 , Rad N 2 , Schieck J 2 , Schöfbeck R 2 , Spanring M 2 , Spitzbart D 2 , Waltenberger W 2 , Wulz CE 2 , Zarucki M 2 , Drugakov V 3 , Mossolov V 3 , Gonzalez JS 3 , Darwish MR 4 , De Wolf EA 4 , Croce DD 4 , Janssen X 4 , Lelek A 4 , Pieters M 4 , Sfar HR 4 , Haevermaet HV 4 , Mechelen PV 4 , Putte SV 4 , Remortel NV 4 , Blekman F 5 , Bols ES 5 , Chhibra SS 5 , D'Hondt J 5 , De Clercq J 5 , Lontkovskyi D 5 , Lowette S 5 , Marchesini I 5 , Moortgat S 5 , Python Q 5 , Skovpen K 5 , Tavernier S 5 , Doninck WV 5 , Mulders PV 5 , Beghin D 6 , Bilin B 6 , Clerbaux B 6 , De Lentdecker G 6 , Delannoy H 6 , Dorney B 6 , Favart L 6 , Grebenyuk A 6 , Kalsi AK 6 , Popov A 6 , Postiau N 6 , Starling E 6 , Thomas L 6 , Velde CV 6 , Vanlaer P 6 , Vannerom D 6 , Cornelis T 7 , Dobur D 7 , Khvastunov I 7 , Niedziela M 7 , Roskas C 7 , Tytgat M 7 , Verbeke W 7 , Vermassen B 7 , Vit M 7 , Bondu O 8 , Bruno G 8 , Caputo C 8 , David P 8 , Delaere C 8 , Delcourt M 8 , Giammanco A 8 , Lemaitre V 8 , Prisciandaro J 8 , Saggio A 8 , Marono MV 8 , Vischia P 8 , Zobec J 8 , Alves FL 9 , Alves GA 9 , Silva GC 9 , Hensel C 9 , Moraes A 9 , Teles PR 9 , Chagas EBBD 10 , Carvalho W 10 , Chinellato J 10 , Coelho E 10 , Da Costa EM 10 , Da Silveira GG 10 , De Jesus Damiao D 10 , De Oliveira Martins C 10 , De Souza SF 10 , Guativa LMH 10 , Malbouisson H 10 , Martins J 10 , Figueiredo DM 10 , Jaime MM 10 , De Almeida MM 10 , Herrera CM 10 , Mundim L 10 , Nogima H 10 , Da Silva WLP 10 , Rosas LJS 10 , Santoro A 10 , Sznajder A 10 , Thiel M 10 , Manganote EJT 10 , Da Silva De Araujo FT 10 , Pereira AV 10 , Bernardes CA 11 , Calligaris L 11 , Tomei TRFP 11 , Gregores EM 11 , Lemos DS 11 , Mercadante PG 11 , Novaes SF 11 , Padula S 11 , Aleksandrov A 12 , Antchev G 12 , Hadjiiska R 12 , Iaydjiev P 12 , Misheva M 12 , Rodozov M 12 , Shopova M 12 , Sultanov G 12 , Bonchev M 13 , Dimitrov A 13 , Ivanov T 13 , Litov L 13 , Pavlov B 13 , Petkov P 13 , Fang W 14 , Gao X 14 , Yuan L 14 , Ahmad M 15 , Hu Z 15 , Wang Y 15 , Chen GM 16 , Chen HS 16 , Chen M 16 , Jiang CH 16 , Leggat D 16 , Liao H 16 , Liu Z 16 , Spiezia A 16 , Tao J 16 , Yazgan E 16 , Zhang H 16 , Zhang S 16 , Zhao J 16 , Agapitos A 17 , Ban Y 17 , Chen G 17 , Levin A 17 , Li J 17 , Li L 17 , Li Q 17 , Mao Y 17 , Qian SJ 17 , Wang D 17 , Wang Q 17 , Xiao M 18 , Avila C 19 , Cabrera A 19 , Florez C 19 , Hernández CFG 19 , Delgado MAS 19 , Guisao JM 20 , Alvarez JDR 20 , González CAS 20 , Arbelaez NV 20 , Giljanović D 21 , Godinovic N 21 , Lelas D 21 , Puljak I 21 , Sculac T 21 , Antunovic Z 22 , Kovac M 22 , Brigljevic V 23 , Ferencek D 23 , Kadija K 23 , Mesic B 23 , Roguljic M 23 , Starodumov A 23 , Susa T 23 , Ather MW 24 , Attikis A 24 , Erodotou E 24 , Ioannou A 24 , Kolosova M 24 , Konstantinou S 24 , Mavromanolakis G 24 , Mousa J 24 , Nicolaou C 24 , Ptochos F 24 , Razis PA 24 , Rykaczewski H 24 , Tsiakkouri D 24 , Finger M 25 , Finger M 25 , Kveton A 25 , Tomsa J 25 , Ayala E 26 , Jarrin EC 27 , Abdalla H 28 , Elgammal S 28 , Bhowmik S 29 , De Oliveira ACA 29 , Dewanjee RK 29 , Ehataht K 29 , Kadastik M 29 , Raidal M 29 , Veelken C 29 , Eerola P 30 , Forthomme L 30 , Kirschenmann H 30 , Osterberg K 30 , Voutilainen M 30 , Garcia F 31 , Havukainen J 31 , Heikkilä JK 31 , Karimäki V 31 , Kim MS 31 , Kinnunen R 31 , Lampén T 31 , Lassila-Perini K 31 , Laurila S 31 , Lehti S 31 , Lindén T 31 , Luukka P 31 , Mäenpää T 31 , Siikonen H 31 , Tuominen E 31 , Tuominiemi J 31 , Tuuva T 32 , Besancon M 33 , Couderc F 33 , Dejardin M 33 , Denegri D 33 , Fabbro B 33 , Faure JL 33 , Ferri F 33 , Ganjour S 33 , Givernaud A 33 , Gras P 33 , de Monchenault GH 33 , Jarry P 33 , Leloup C 33 , Lenzi B 33 , Locci E 33 , Malcles J 33 , Rander J 33 , Rosowsky A 33 , Sahin MÖ 33 , Savoy-Navarro A 33 , Titov M 33 , Yu GB 33 , Ahuja S 34 , Amendola C 34 , Beaudette F 34 , Busson P 34 , Charlot C 34 , Diab B 34 , Falmagne G 34 , de Cassagnac RG 34 , Kucher I 34 , Lobanov A 34 , Perez CM 34 , Nguyen M 34 , Ochando C 34 , Paganini P 34 , Rembser J 34 , Salerno R 34 , Sauvan JB 34 , Sirois Y 34 , Zabi A 34 , Zghiche A 34 , Agram JL 35 , Andrea J 35 , Bloch D 35 , Bourgatte G 35 , Brom JM 35 , Chabert EC 35 , Collard C 35 , Conte E 35 , Fontaine JC 35 , Gelé D 35 , Goerlach U 35 , Jansová M 35 , Bihan AL 35 , Tonon N 35 , Hove PV 35 , Gadrat S 36 , Beauceron S 37 , Bernet C 37 , Boudoul G 37 , Camen C 37 , Carle A 37 , Chanon N 37 , Chierici R 37 , Contardo D 37 , Depasse P 37 , Mamouni HE 37 , Fay J 37 , Gascon S 37 , Gouzevitch M 37 , Ille B 37 , Jain S 37 , Lagarde F 37 , Laktineh IB 37 , Lattaud H 37 , Lesauvage A 37 , Lethuillier M 37 , Mirabito L 37 , Perries S 37 , Sordini V 37 , Torterotot L 37 , Touquet G 37 , Donckt MV 37 , Viret S 37 , Khvedelidze A 38 , Tsamalaidze Z 39 , Autermann C 40 , Feld L 40 , Klein K 40 , Lipinski M 40 , Meuser D 40 , Pauls A 40 , Preuten M 40 , Rauch MP 40 , Schulz J 40 , Teroerde M 40 , Wittmer B 40 , Erdmann M 41 , Fischer B 41 , Ghosh S 41 , Hebbeker T 41 , Hoepfner K 41 , Keller H 41 , Mastrolorenzo L 41 , Merschmeyer M 41 , Meyer A 41 , Millet P 41 , Mocellin G 41 , Mondal S 41 , Mukherjee S 41 , Noll D 41 , Novak A 41 , Pook T 41 , Pozdnyakov A 41 , Quast T 41 , Radziej M 41 , Rath Y 41 , Reithler H 41 , Roemer J 41 , Schmidt A 41 , Schuler SC 41 , Sharma A 41 , Wiedenbeck S 41 , Zaleski S 41 , Flügge G 42 , Ahmad WH 42 , Hlushchenko O 42 , Kress T 42 , Müller T 42 , Nowack A 42 , Pistone C 42 , Pooth O 42 , Roy D 42 , Sert H 42 , Stahl A 42 , Martin MA 43 , Asmuss P 43 , Babounikau I 43 , Bakhshiansohi H 43 , Beernaert K 43 , Behnke O 43 , Martínez AB 43 , Bertsche D 43 , Anuar AAB 43 , Borras K 43 , Botta V 43 , Campbell A 43 , Cardini A 43 , Connor P 43 , Rodríguez SC 43 , Contreras-Campana C 43 , Danilov V 43 , De Wit A 43 , Defranchis MM 43 , Pardos CD 43 , Damiani DD 43 , Eckerlin G 43 , Eckstein D 43 , Eichhorn T 43 , Elwood A 43 , Eren E 43 , Gallo E 43 , Geiser A 43 , Grohsjean A 43 , Guthoff M 43 , Haranko M 43 , Harb A 43 , Jafari A 43 , Jomhari NZ 43 , Jung H 43 , Kasem A 43 , Kasemann M 43 , Kaveh H 43 , Keaveney J 43 , Kleinwort C 43 , Knolle J 43 , Krücker D 43 , Lange W 43 , Lenz T 43 , Lidrych J 43 , Lipka K 43 , Lohmann W 43 , Mankel R 43 , Melzer-Pellmann IA 43 , Meyer AB 43 , Meyer M 43 , Missiroli M 43 , Mnich J 43 , Mussgiller A 43 , Myronenko V 43 , Adán DP 43 , Pflitsch SK 43 , Pitzl D 43 , Raspereza A 43 , Saibel A 43 , Savitskyi M 43 , Scheurer V 43 , Schütze P 43 , Schwanenberger C 43 , Shevchenko R 43 , Singh A 43 , Tholen H 43 , Turkot O 43 , Vagnerini A 43 , De Klundert MV 43 , Walsh R 43 , Wen Y 43 , Wichmann K 43 , Wissing C 43 , Zenaiev O 43 , Zlebcik R 43 , Aggleton R 44 , Bein S 44 , Benato L 44 , Benecke A 44 , Blobel V 44 , Dreyer T 44 , Ebrahimi A 44 , Feindt F 44 , Fröhlich A 44 , Garbers C 44 , Garutti E 44 , Gonzalez D 44 , Gunnellini P 44 , Haller J 44 , Hinzmann A 44 , Karavdina A 44 , Kasieczka G 44 , Klanner R 44 , Kogler R 44 , Kovalchuk N 44 , Kurz S 44 , Kutzner V 44 , Lange J 44 , Lange T 44 , Malara A 44 , Multhaup J 44 , Niemeyer CEN 44 , Perieanu A 44 , Reimers A 44 , Rieger O 44 , Scharf C 44 , Schleper P 44 , Schumann S 44 , Schwandt J 44 , Sonneveld J 44 , Stadie H 44 , Steinbrück G 44 , Stober FM 44 , Vormwald B 44 , Zoi I 44 , Akbiyik M 45 , Barth C 45 , Baselga M 45 , Baur S 45 , Berger T 45 , Butz E 45 , Caspart R 45 , Chwalek T 45 , De Boer W 45 , Dierlamm A 45 , Morabit KE 45 , Faltermann N 45 , Giffels M 45 , Goldenzweig P 45 , Gottmann A 45 , Harrendorf MA 45 , Hartmann F 45 , Husemann U 45 , Kudella S 45 , Mitra S 45 , Mozer MU 45 , Müller D 45 , Müller T 45 , Musich M 45 , Nürnberg A 45 , Quast G 45 , Rabbertz K 45 , Schröder M 45 , Shvetsov I 45 , Simonis HJ 45 , Ulrich R 45 , Wassmer M 45 , Weber M 45 , Wöhrmann C 45 , Wolf R 45 , Anagnostou G 46 , Asenov P 46 , Daskalakis G 46 , Geralis T 46 , Kyriakis A 46 , Loukas D 46 , Paspalaki G 46 , Diamantopoulou M 47 , Karathanasis G 47 , Kontaxakis P 47 , Manousakis-Katsikakis A 47 , Panagiotou A 47 , Papavergou I 47 , Saoulidou N 47 , Stakia A 47 , Theofilatos K 47 , Vellidis K 47 , Vourliotis E 47 , Bakas G 48 , Kousouris K 48 , Papakrivopoulos I 48 , Tsipolitis G 48 , Evangelou I 49 , Foudas C 49 , Gianneios P 49 , Katsoulis P 49 , Kokkas P 49 , Mallios S 49 , Manitara K 49 , Manthos N 49 , Papadopoulos I 49 , Strologas J 49 , Triantis FA 49 , Tsitsonis D 49 , Bartók M 50 , Chudasama R 50 , Csanad M 50 , Major P 50 , Mandal K 50 , Mehta A 50 , Nagy MI 50 , Pasztor G 50 , Surányi O 50 , Veres GI 50 , Bencze G 51 , Hajdu C 51 , Horvath D 51 , Sikler F 51 , Vámi TÁ 51 , Veszpremi V 51 , Vesztergombi G 51 , Beni N 52 , Czellar S 52 , Karancsi J 52 , Molnar J 52 , Szillasi Z 53 , Raics P 53 , Teyssier D 53 , Trocsanyi ZL 53 , Ujvari B 53 , Csorgo T 54 , Metzger WJ 54 , Nemes F 54 , Novak T 54 , Choudhury S 55 , Komaragiri JR 55 , Tiwari PC 55 , Bahinipati S 56 , Kar C 56 , Kole G 56 , Mal P 56 , Bindhu VKMN 56 , Nayak A 56 , Sahoo DK 56 , Swain SK 56 , Bansal S 57 , Beri SB 57 , Bhatnagar V 57 , Chauhan S 57 , Chawla R 57 , Dhingra N 57 , Gupta R 57 , Kaur A 57 , Kaur M 57 , Kaur S 57 , Kumari P 57 , Lohan M 57 , Meena M 57 , Sandeep K 57 , Sharma S 57 , Singh JB 57 , Virdi AK 57 , Bhardwaj A 58 , Choudhary BC 58 , Garg RB 58 , Gola M 58 , Keshri S 58 , Kumar A 58 , Naimuddin M 58 , Priyanka P 58 , Ranjan K 58 , Shah A 58 , Sharma R 58 , Bhardwaj R 59 , Bharti M 59 , Bhattacharya R 59 , Bhattacharya S 59 , Bhawandeep U 59 , Bhowmik D 59 , Dutta S 59 , Ghosh S 59 , Gomber B 59 , Maity M 59 , Mondal K 59 , Nandan S 59 , Purohit A 59 , Rout PK 59 , Saha G 59 , Sarkar S 59 , Sarkar T 59 , Sharan M 59 , Singh B 59 , Thakur S 59 , Behera PK 60 , Kalbhor P 60 , Muhammad A 60 , Pujahari PR 60 , Sharma A 60 , Sikdar AK 60 , Dutta D 61 , Jha V 61 , Kumar V 61 , Mishra DK 61 , Netrakanti PK 61 , Pant LM 61 , Shukla P 61 , Aziz T 62 , Bhat MA 62 , Dugad S 62 , Mohanty GB 62 , Sur N 62 , Verma R 62 , Banerjee S 63 , Bhattacharya S 63 , Chatterjee S 63 , Das P 63 , Guchait M 63 , Karmakar S 63 , Kumar S 63 , Majumder G 63 , Mazumdar K 63 , Sahoo N 63 , Sawant S 63 , Dube S 64 , Kansal B 64 , Kapoor A 64 , Kothekar K 64 , Pandey S 64 , Rane A 64 , Rastogi A 64 , Sharma S 64 , Chenarani S 65 , Tadavani EE 65 , Etesami SM 65 , Khakzad M 65 , Najafabadi MM 65 , Naseri M 65 , Hosseinabadi FR 65 , Felcini M 66 , Grunewald M 66 , Abbrescia M 67 , Aly R 29 , Calabria C 67 , Colaleo A 67 , Creanza D 67 , Cristella L 67 , De Filippis N 67 , De Palma M 67 , Florio AD 67 , Elmetenawee W 67 , Fiore L 67 , Gelmi A 67 , Iaselli G 67 , Ince M 67 , Lezki S 67 , Maggi G 67 , Maggi M 67 , Merlin JA 67 , Miniello G 67 , My S 67 , Nuzzo S 67 , Pompili A 67 , Pugliese G 67 , Radogna R 67 , Ranieri A 67 , Selvaggi G 67 , Silvestris L 67 , Simone FM 67 , Venditti R 67 , Verwilligen P 67 , Abbiendi G 68 , Battilana C 68 , Bonacorsi D 68 , Borgonovi L 68 , Braibant-Giacomelli S 68 , Campanini R 68 , Capiluppi P 68 , Castro A 68 , Cavallo FR 68 , Ciocca C 68 , Codispoti G 68 , Cuffiani M 68 , Dallavalle GM 68 , Fabbri F 68 , Fanfani A 68 , Fontanesi E 68 , Giacomelli P 68 , Grandi C 68 , Guiducci L 68 , Iemmi F 68 , Meo SL 68 , Marcellini S 68 , Masetti G 68 , Navarria FL 68 , Perrotta A 68 , Primavera F 68 , Rossi AM 68 , Rovelli T 68 , Siroli GP 68 , Tosi N 68 , Albergo S 69 , Costa S 69 , Mattia AD 69 , Potenza R 69 , Tricomi A 69 , Tuve C 69 , Barbagli G 70 , Cassese A 70 , Ceccarelli R 70 , Ciulli V 70 , Civinini C 70 , D'Alessandro R 70 , Fiori F 70 , Focardi E 70 , Latino G 70 , Lenzi P 70 , Meschini M 70 , Paoletti S 70 , Sguazzoni G 70 , Viliani L 70 , Benussi L 71 , Bianco S 71 , Piccolo D 71 , Bozzo M 72 , Ferro F 72 , Mulargia R 72 , Robutti E 72 , Tosi S 72 , Benaglia A 73 , Beschi A 73 , Brivio F 73 , Ciriolo V 73 , Dinardo ME 73 , Dini P 73 , Gennai S 73 , Ghezzi A 73 , Govoni P 73 , Guzzi L 73 , Malberti M 73 , Malvezzi S 73 , Menasce D 73 , Monti F 73 , Moroni L 73 , Paganoni M 73 , Pedrini D 73 , Ragazzi S 73 , de Fatis TT 73 , Zuolo D 73 , Buontempo S 74 , Cavallo N 74 , De Iorio A 74 , Crescenzo AD 74 , Fabozzi F 74 , Fienga F 74 , Galati G 74 , Iorio AOM 74 , Lista L 74 , Meola S 74 , Paolucci P 74 , Rossi B 74 , Sciacca C 74 , Voevodina E 74 , Azzi P 75 , Bacchetta N 75 , Bisello D 75 , Boletti A 75 , Bragagnolo A 75 , Carlin R 75 , Checchia P 75 , De Castro Manzano P 75 , Dorigo T 75 , Dosselli U 75 , Gasparini F 75 , Gasparini U 75 , Gozzelino A 75 , Hoh SY 75 , Lujan P 75 , Margoni M 75 , Meneguzzo AT 75 , Pazzini J 75 , Presilla M 75 , Ronchese P 75 , Rossin R 75 , Simonetto F 75 , Tiko A 75 , Tosi M 75 , Zanetti M 75 , Zotto P 75 , Zumerle G 75 , Braghieri A 76 , Fiorina D 76 , Montagna P 76 , Ratti SP 76 , Re V 76 , Ressegotti M 76 , Riccardi C 76 , Salvini P 76 , Vai I 76 , Vitulo P 76 , Biasini M 77 , Bilei GM 77 , Ciangottini D 77 , Fanò L 77 , Lariccia P 77 , Leonardi R 77 , Manoni E 77 , Mantovani G 77 , Mariani V 77 , Menichelli M 77 , Rossi A 77 , Santocchia A 77 , Spiga D 77 , Androsov K 78 , Azzurri P 78 , Bagliesi G 78 , Bertacchi V 78 , Bianchini L 78 , Boccali T 78 , Castaldi R 78 , Ciocci MA 78 , Dell'Orso R 78 , Donato S 78 , Fedi G 78 , Giannini L 78 , Giassi A 78 , Grippo MT 78 , Ligabue F 78 , Manca E 78 , Mandorli G 78 , Messineo A 78 , Palla F 78 , Rizzi A 78 , Rolandi G 78 , Chowdhury SR 78 , Scribano A 78 , Spagnolo P 78 , Tenchini R 78 , Tonelli G 78 , Turini N 78 , Venturi A 78 , Verdini PG 78 , Cavallari F 79 , Cipriani M 79 , Re DD 79 , Marco ED 79 , Diemoz M 79 , Longo E 79 , Meridiani P 79 , Organtini G 79 , Pandolfi F 79 , Paramatti R 79 , Quaranta C 79 , Rahatlou S 79 , Rovelli C 79 , Santanastasio F 79 , Soffi L 79 , Amapane N 80 , Arcidiacono R 80 , Argiro S 80 , Arneodo M 80 , Bartosik N 80 , Bellan R 80 , Bellora A 80 , Biino C 80 , Cappati A 80 , Cartiglia N 80 , Cometti S 80 , Costa M 80 , Covarelli R 80 , Demaria N 80 , Kiani B 80 , Legger F 80 , Mariotti C 80 , Maselli S 80 , Migliore E 80 , Monaco V 80 , Monteil E 80 , Monteno M 80 , Obertino MM 80 , Ortona G 80 , Pacher L 80 , Pastrone N 80 , Pelliccioni M 80 , Angioni GLP 80 , Romero A 80 , Ruspa M 80 , Salvatico R 80 , Sola V 80 , Solano A 80 , Soldi D 80 , Staiano A 80 , Trocino D 80 , Belforte S 81 , Candelise V 81 , Casarsa M 81 , Cossutti F 81 , Da Rold A 81 , Ricca GD 81 , Vazzoler F 81 , Zanetti A 81 , Kim B 82 , Kim DH 82 , Kim GN 82 , Lee J 82 , Lee SW 82 , Moon CS 82 , Oh YD 82 , Pak SI 82 , Sekmen S 82 , Son DC 82 , Yang YC 82 , Kim H 83 , Moon DH 83 , Oh G 83 , Francois B 84 , Kim TJ 84 , Park J 84 , Cho S 85 , Choi S 85 , Go Y 85 , Ha S 85 , Hong B 85 , Lee K 85 , Lee KS 85 , Lim J 85 , Park J 85 , Park SK 85 , Roh Y 85 , Yoo J 85 , Goh J 86 , Kim HS 87 , Almond J 88 , Bhyun JH 88 , Choi J 88 , Jeon S 88 , Kim J 88 , Kim JS 88 , Lee H 88 , Lee K 88 , Lee S 88 , Nam K 88 , Oh M 88 , Oh SB 88 , Radburn-Smith BC 88 , Yang UK 88 , Yoo HD 88 , Yoon I 88 , Jeon D 89 , Kim JH 89 , Lee JSH 89 , Park IC 89 , Watson IJ 89 , Choi Y 90 , Hwang C 90 , Jeong Y 90 , Lee J 90 , Lee Y 90 , Yu I 90 , Veckalns V 91 , Dudenas V 92 , Juodagalvis A 92 , Rinkevicius A 92 , Tamulaitis G 92 , Vaitkus J 92 , Ibrahim ZA 93 , Idris FM 93 , Abdullah WATW 93 , Yusli MN 93 , Zolkapli Z 93 , Benitez JF 94 , Hernandez AC 94 , Quijada JAM 94 , Palomo LV 94 , Castilla-Valdez H 95 , De La Cruz-Burelo E 95 , La Cruz IH 95 , Lopez-Fernandez R 95 , Sanchez-Hernandez A 95 , Moreno SC 96 , Barrera CO 96 , Ramirez-Garcia M 96 , Valencia FV 96 , Eysermans J 97 , Pedraza I 97 , Ibarguen HAS 97 , Estrada CU 97 , Pineda AM 98 , Mijuskovic J 99 , Raicevic N 99 , Krofcheck D 100 , Bheesette S 101 , Butler PH 101 , Ahmad A 102 , Ahmad M 102 , Hassan Q 102 , Hoorani HR 102 , Khan WA 102 , Shah MA 102 , Shoaib M 102 , Waqas M 102 , Avati V 103 , Grzanka L 103 , Malawski M 103 , Bialkowska H 104 , Bluj M 104 , Boimska B 104 , Górski M 104 , Kazana M 104 , Szleper M 104 , Zalewski P 104 , Bunkowski K 105 , Byszuk A 105 , Doroba K 105 , Kalinowski A 105 , Konecki M 105 , Krolikowski J 105 , Olszewski M 105 , Walczak M 105 , Araujo M 106 , Bargassa P 106 , Bastos D 106 , Francesco AD 106 , Faccioli P 106 , Galinhas B 106 , Gallinaro M 106 , Hollar J 106 , Leonardo N 106 , Niknejad T 106 , Seixas J 106 , Shchelina K 106 , Strong G 106 , Toldaiev O 106 , Varela J 106 , Afanasiev S 107 , Bunin P 107 , Gavrilenko M 107 , Golutvin I 107 , Gorbunov I 107 , Kamenev A 107 , Karjavine V 107 , Lanev A 107 , Malakhov A 107 , Matveev V 107 , Moisenz P 107 , Palichik V 107 , Perelygin V 107 , Savina M 107 , Shmatov S 107 , Shulha S 107 , Skatchkov N 107 , Smirnov V 107 , Voytishin N 107 , Zarubin A 107 , Chtchipounov L 108 , Golovtcov V 108 , Ivanov Y 108 , Kim V 108 , Kuznetsova E 108 , Levchenko P 108 , Murzin V 108 , Oreshkin V 108 , Smirnov I 108 , Sosnov D 108 , Sulimov V 108 , Uvarov L 108 , Vorobyev A 108 , Andreev Y 109 , Dermenev A 109 , Gninenko S 109 , Golubev N 109 , Karneyeu A 109 , Kirsanov M 109 , Krasnikov N 109 , Pashenkov A 109 , Tlisov D 109 , Toropin A 109 , Epshteyn V 110 , Gavrilov V 110 , Lychkovskaya N 110 , Nikitenko A 110 , Popov V 110 , Pozdnyakov I 110 , Safronov G 110 , Spiridonov A 110 , Stepennov A 110 , Toms M 110 , Vlasov E 110 , Zhokin A 110 , Aushev T 111 , Chadeeva M 112 , Parygin P 112 , Philippov D 112 , Popova E 112 , Rusinov V 112 , Andreev V 113 , Azarkin M 113 , Dremin I 113 , Kirakosyan M 113 , Terkulov A 113 , Baskakov A 114 , Belyaev A 114 , Boos E 114 , Dubinin M 114 , Dudko L 114 , Ershov A 114 , Gribushin A 114 , Klyukhin V 114 , Kodolova O 114 , Lokhtin I 114 , Obraztsov S 114 , Petrushanko S 114 , Savrin V 114 , Barnyakov A 115 , Blinov V 115 , Dimova T 115 , Kardapoltsev L 115 , Skovpen Y 115 , Azhgirey I 116 , Bayshev I 116 , Bitioukov S 116 , Kachanov V 116 , Konstantinov D 116 , Mandrik P 116 , Petrov V 116 , Ryutin R 116 , Slabospitskii S 116 , Sobol A 116 , Troshin S 116 , Tyurin N 116 , Uzunian A 116 , Volkov A 116 , Babaev A 117 , Iuzhakov A 117 , Okhotnikov V 117 , Borchsh V 118 , Ivanchenko V 118 , Tcherniaev E 118 , Adzic P 119 , Cirkovic P 119 , Dordevic M 119 , Milenovic P 119 , Milosevic J 119 , Stojanovic M 119 , Aguilar-Benitez M 120 , Maestre JA 120 , Fernández AÁ 120 , Bachiller I 120 , Luna MB 120 , Bedoya C 120 , Cifuentes JAB 120 , Montoya CAC 120 , Cepeda M 120 , Cerrada M 120 , Colino N 120 , DeLa Cruz B 120 , Peris AD 120 , Ramos JPF 120 , Flix J 120 , Fouz MC 120 , Lopez OG 120 , Lopez SG 120 , Hernandez JM 120 , Josa MI 120 , Moran D 120 , Tobar ÁN 120 , Yzquierdo AP 120 , Pelayo JP 120 , Redondo I 120 , Romero L 120 , Navas SS 120 , Soares MS 120 , Triossi A 120 , Willmott C 120 , Albajar C 121 , de Trocóniz JF 121 , Reyes-Almanza R 121 , Gonzalez BA 122 , Cuevas J 122 , Erice C 122 , Menendez JF 122 , Folgueras S 122 , Caballero IG 122 , Fernández JRG 122 , Cortezon EP 122 , Bouza VR 122 , Cruz SS 122 , Cabrillo IJ 123 , Calderon A 123 , Quero BC 123 , Campderros JD 123 , Fernandez M 123 , Manteca PJF 123 , Alonso AG 123 , Gomez G 123 , Rivero CM 123 , Arbol PMRD 123 , Matorras F 123 , Gomez JP 123 , Prieels C 123 , Rodrigo T 123 , Ruiz-Jimeno A 123 , Russo L 123 , Scodellaro L 123 , Vila I 123 , Garcia JMV 123 , Malagalage K 124 , Dharmaratna WGD 125 , Wickramage N 125 , Abbaneo D 126 , Akgun B 126 , Auffray E 126 , Auzinger G 126 , Baechler J 126 , Baillon P 126 , Ball AH 126 , Barney D 126 , Bendavid J 126 , Bianco M 126 , Bocci A 126 , Bortignon P 126 , Bossini E 126 , Botta C 126 , Brondolin E 126 , Camporesi T 126 , Caratelli A 126 , Cerminara G 126 , Chapon E 126 , Cucciati G 126 , d'Enterria D 126 , Dabrowski A 126 , Daci N 126 , Daponte V 126 , David A 126 , Davignon O 126 , De Roeck A 126 , Deile M 126 , Dobson M 126 , Dünser M 126 , Dupont N 126 , Elliott-Peisert A 126 , Emriskova N 126 , Fallavollita F 126 , Fasanella D 126 , Fiorendi S 126 , Franzoni G 126 , Fulcher J 126 , Funk W 126 , Giani S 126 , Gigi D 126 , Gilbert A 126 , Gill K 126 , Glege F 126 , Gouskos L 126 , Gruchala M 126 , Guilbaud M 126 , Gulhan D 126 , Hegeman J 126 , Heidegger C 126 , Iiyama Y 126 , Innocente V 126 , James T 126 , Janot P 126 , Karacheban O 126 , Kaspar J 126 , Kieseler J 126 , Krammer M 126 , Kratochwil N 126 , Lange C 126 , Lecoq P 126 , Lourenço C 126 , Malgeri L 126 , Mannelli M 126 , Massironi A 126 , Meijers F 126 , Mersi S 126 , Meschi E 126 , Moortgat F 126 , Mulders M 126 , Ngadiuba J 126 , Niedziela J 126 , Nourbakhsh S 126 , Orfanelli S 126 , Orsini L 126 , Pantaleo F 126 , Pape L 126 , Perez E 126 , Peruzzi M 126 , Petrilli A 126 , Petrucciani G 126 , Pfeiffer A 126 , Pierini M 126 , Pitters FM 126 , Rabady D 126 , Racz A 126 , Rieger M 126 , Rovere M 126 , Sakulin H 126 , Salfeld-Nebgen J 126 , Schäfer C 126 , Schwick C 126 , Selvaggi M 126 , Sharma A 126 , Silva P 126 , Snoeys W 126 , Sphicas P 126 , Steggemann J 126 , Summers S 126 , Tavolaro VR 126 , Treille D 126 , Tsirou A 126 , Onsem GPV 126 , Vartak A 126 , Verzetti M 126 , Zeuner WD 126 , Caminada L 127 , Deiters K 127 , Erdmann W 127 , Horisberger R 127 , Ingram Q 127 , Kaestli HC 127 , Kotlinski D 127 , Langenegger U 127 , Rohe T 127 , Wiederkehr SA 127 , Backhaus M 128 , Berger P 128 , Chernyavskaya N 128 , Dissertori G 128 , Dittmar M 128 , Donegà M 128 , Dorfer C 128 , Espinosa TAG 128 , Grab C 128 , Hits D 128 , Lustermann W 128 , Manzoni RA 128 , Meinhard MT 128 , Micheli F 128 , Musella P 128 , Nessi-Tedaldi F 128 , Pauss F 128 , Perrin G 128 , Perrozzi L 128 , Pigazzini S 128 , Ratti MG 128 , Reichmann M 128 , Reissel C 128 , Reitenspiess T 128 , Ristic B 128 , Ruini D 128 , Becerra DAS 128 , Schönenberger M 128 , Shchutska L 128 , Olsson MLV 128 , Wallny R 128 , Zhu DH 128 , Aarrestad TK 129 , Amsler C 129 , Brzhechko D 129 , Canelli MF 129 , De Cosa A 129 , Burgo RD 129 , Kilminster B 129 , Leontsinis S 129 , Mikuni VM 129 , Neutelings I 129 , Rauco G 129 , Robmann P 129 , Schweiger K 129 , Seitz C 129 , Takahashi Y 129 , Wertz S 129 , Zucchetta A 129 , Doan TH 130 , Kuo CM 130 , Lin W 130 , Roy A 130 , Yu SS 130 , Chang P 131 , Chao Y 131 , Chen KF 131 , Chen PH 131 , Hou WS 131 , Li YY 131 , Lu RS 131 , Paganis E 131 , Psallidas A 131 , Steen A 131 , Asavapibhop B 132 , Asawatangtrakuldee C 132 , Srimanobhas N 132 , Suwonjandee N 132 , Bat A 133 , Boran F 133 , Celik A 133 , Cerci S 133 , Damarseckin S 133 , Demiroglu ZS 133 , Dolek F 133 , Dozen C 133 , Dumanoglu I 133 , Gokbulut G 133 , Guler E 133 , Guler Y 133 , Hos I 133 , Isik C 133 , Kangal EE 133 , Kara O 133 , Topaksu AK 133 , Kiminsu U 133 , Onengut G 133 , Ozdemir K 133 , Ozturk S 133 , Simsek AE 133 , Cerci DS 133 , Tok UG 133 , Turkcapar S 133 , Zorbakir IS 133 , Zorbilmez C 133 , Isildak B 134 , Karapinar G 134 , Yalvac M 134 , Atakisi IO 135 , Gülmez E 135 , Kaya M 135 , Kaya O 135 , Özçelik Ö 135 , Tekten S 135 , Yetkin EA 135 , Cakir A 136 , Cankocak K 136 , Komurcu Y 136 , Sen S 136 , Kaynak B 137 , Ozkorucuklu S 137 , Grynyov B 138 , Levchuk L 139 , Bhal E 140 , Bologna S 140 , Brooke JJ 140 , Burns D 140 , Clement E 140 , Cussans D 140 , Flacher H 140 , Goldstein J 140 , Heath GP 140 , Heath HF 140 , Kreczko L 140 , Krikler B 140 , Paramesvaran S 140 , Penning B 140 , Sakuma T 140 , Nasr-Storey SSE 140 , Smith VJ 140 , Taylor J 140 , Titterton A 140 , Bell KW 141 , Belyaev A 141 , Brew C 141 , Brown RM 141 , Cockerill DJA 141 , Coughlan JA 141 , Harder K 141 , Harper S 141 , Linacre J 141 , Manolopoulos K 141 , Newbold DM 141 , Olaiya E 141 , Petyt D 141 , Reis T 141 , Schuh T 141 , Shepherd-Themistocleous CH 141 , Thea A 141 , Tomalin IR 141 , Williams T 141 , Womersley WJ 141 , Bainbridge R 142 , Bloch P 142 , Borg J 142 , Breeze S 142 , Buchmuller O 142 , Bundock A 142 , Chahal G 142 , Colling D 142 , Dauncey P 142 , Davies G 142 , Negra MD 142 , Maria RD 142 , Everaerts P 142 , Hall G 142 , Iles G 142 , Komm M 142 , Lyons L 142 , Magnan AM 142 , Malik S 142 , Martelli A 142 , Milosevic V 142 , Morton A 142 , Nash J 142 , Palladino V 142 , Pesaresi M 142 , Raymond DM 142 , Richards A 142 , Rose A 142 , Scott E 142 , Seez C 142 , Shtipliyski A 142 , Stoye M 142 , Strebler T 142 , Tapper A 142 , Uchida K 142 , Virdee T 142 , Wardle N 142 , Winterbottom D 142 , Zecchinelli AG 142 , Zenz SC 142 , Cole JE 143 , Hobson PR 143 , Khan A 143 , Kyberd P 143 , Mackay CK 143 , Reid ID 143 , Teodorescu L 143 , Zahid S 143 , Call K 144 , Caraway B 144 , Dittmann J 144 , Hatakeyama K 144 , Madrid C 144 , McMaster B 144 , Pastika N 144 , Smith C 144 , Bartek R 145 , Dominguez A 145 , Uniyal R 145 , Hernandez AMV 145 , Buccilli A 146 , Cooper SI 146 , Henderson C 146 , Rumerio P 146 , West C 146 , Albert A 147 , Arcaro D 147 , Demiragli Z 147 , Gastler D 147 , Richardson C 147 , Rohlf J 147 , Sperka D 147 , Suarez I 147 , Sulak L 147 , Zou D 147 , Benelli G 148 , Burkle B 148 , Coubez X 148 , Cutts D 148 , Duh YT 148 , Hadley M 148 , Heintz U 148 , Hogan JM 148 , Kwok KHM 148 , Laird E 148 , Landsberg G 148 , Lau KT 148 , Lee J 148 , Narain M 148 , Sagir S 148 , Syarif R 148 , Usai E 148 , Wong WY 148 , Yu D 148 , Zhang W 148 , Band R 149 , Brainerd C 149 , Breedon R 149 , De La BarcaSanchez MC 149 , Chertok M 149 , Conway J 149 , Conway R 149 , Cox PT 149 , Erbacher R 149 , Flores C 149 , Funk G 149 , Jensen F 149 , Ko W 149 , Kukral O 149 , Lander R 149 , Mulhearn M 149 , Pellett D 149 , Pilot J 149 , Shi M 149 , Taylor D 149 , Tos K 149 , Tripathi M 149 , Wang Z 149 , Zhang F 149 , Bachtis M 150 , Bravo C 150 , Cousins R 150 , Dasgupta A 150 , Florent A 150 , Hauser J 150 , Ignatenko M 150 , Mccoll N 150 , Nash WA 150 , Regnard S 150 , Saltzberg D 150 , Schnaible C 150 , Stone B 150 , Valuev V 150 , Burt K 151 , Chen Y 151 , Clare R 151 , Gary JW 151 , Shirazi SMAG 151 , Hanson G 151 , Karapostoli G 151 , Long OR 151 , Negrete MO 151 , Paneva MI 151 , Si W 151 , Wang L 151 , Wimpenny S 151 , Yates BR 151 , Zhang Y 151 , Branson JG 152 , Chang P 152 , Cittolin S 152 , Cooperstein S 152 , Deelen N 152 , Derdzinski M 152 , Gerosa R 152 , Gilbert D 152 , Hashemi B 152 , Klein D 152 , Krutelyov V 152 , Letts J 152 , Masciovecchio M 152 , May S 152 , Padhi S 152 , Pieri M 152 , Sharma V 152 , Tadel M 152 , Würthwein F 152 , Yagil A 152 , Porta GZD 152 , Amin N 153 , Bhandari R 153 , Campagnari C 153 , Citron M 153 , Dutta V 153 , Sevilla MF 153 , Incandela J 153 , Marsh B 153 , Mei H 153 , Ovcharova A 153 , Qu H 153 , Richman J 153 , Sarica U 153 , Stuart D 153 , Wang S 153 , Anderson D 154 , Bornheim A 154 , Cerri O 154 , Dutta I 154 , Lawhorn JM 154 , Lu N 154 , Mao J 154 , Newman HB 154 , Nguyen TQ 154 , Pata J 154 , Spiropulu M 154 , Vlimant JR 154 , Xie S 154 , Zhang Z 154 , Zhu RY 154 , Andrews MB 155 , Ferguson T 155 , Mudholkar T 155 , Paulini M 155 , Sun M 155 , Vorobiev I 155 , Weinberg M 155 , Cumalat JP 156 , Ford WT 156 , MacDonald E 156 , Mulholland T 156 , Patel R 156 , Perloff A 156 , Stenson K 156 , Ulmer KA 156 , Wagner SR 156 , Alexander J 157 , Cheng Y 157 , Chu J 157 , Datta A 157 , Frankenthal A 157 , Mcdermott K 157 , Patterson JR 157 , Quach D 157 , Ryd A 157 , Tan SM 157 , Tao Z 157 , Thom J 157 , Wittich P 157 , Zientek M 157 , Abdullin S 158 , Albrow M 158 , Alyari M 158 , Apollinari G 158 , Apresyan A 158 , Apyan A 158 , Banerjee S 158 , Bauerdick LAT 158 , Beretvas A 158 , Berry D 158 , Berryhill J 158 , Bhat PC 158 , Burkett K 158 , Butler JN 158 , Canepa A 158 , Cerati GB 158 , Cheung HWK 158 , Chlebana F 158 , Cremonesi M 158 , Duarte J 158 , Elvira VD 158 , Freeman J 158 , Gecse Z 158 , Gottschalk E 158 , Gray L 158 , Green D 158 , Grünendahl S 158 , Gutsche O 158 , Hall A 158 , Hanlon J 158 , Harris RM 158 , Hasegawa S 158 , Heller R 158 , Hirschauer J 158 , Jayatilaka B 158 , Jindariani S 158 , Johnson M 158 , Joshi U 158 , Klijnsma T 158 , Klima B 158 , Kortelainen MJ 158 , Kreis B 158 , Lammel S 158 , Lewis J 158 , Lincoln D 158 , Lipton R 158 , Liu M 158 , Liu T 158 , Lykken J 158 , Maeshima K 158 , Marraffino JM 158 , Mason D 158 , McBride P 158 , Merkel P 158 , Mrenna S 158 , Nahn S 158 , O'Dell V 158 , Papadimitriou V 158 , Pedro K 158 , Pena C 158 , Rakness G 158 , Ravera F 158 , Ristori L 158 , Schneider B 158 , Sexton-Kennedy E 158 , Smith N 158 , Soha A 158 , Spalding WJ 158 , Spiegel L 158 , Stoynev S 158 , Strait J 158 , Strobbe N 158 , Taylor L 158 , Tkaczyk S 158 , Tran NV 158 , Uplegger L 158 , Vaandering EW 158 , Vernieri C 158 , Vidal R 158 , Wang M 158 , Weber HA 158 , Acosta D 159 , Avery P 159 , Bourilkov D 159 , Brinkerhoff A 159 , Cadamuro L 159 , Cherepanov V 159 , Errico F 159 , Field RD 159 , Gleyzer SV 159 , Guerrero D 159 , Joshi BM 159 , Kim M 159 , Konigsberg J 159 , Korytov A 159 , Lo KH 159 , Matchev K 159 , Menendez N 159 , Mitselmakher G 159 , Rosenzweig D 159 , Shi K 159 , Wang J 159 , Wang S 159 , Zuo X 159 , Joshi YR 160 , Adams T 161 , Askew A 161 , Hagopian S 161 , Hagopian V 161 , Johnson KF 161 , Khurana R 161 , Kolberg T 161 , Martinez G 161 , Perry T 161 , Prosper H 161 , Schiber C 161 , Yohay R 161 , Zhang J 161 , Baarmand MM 162 , Hohlmann M 162 , Noonan D 162 , Rahmani M 162 , Saunders M 162 , Yumiceva F 162 , Adams MR 163 , Apanasevich L 163 , Betts RR 163 , Cavanaugh R 163 , Chen X 163 , Dittmer S 163 , Evdokimov O 163 , Gerber CE 163 , Hangal DA 163 , Hofman DJ 163 , Mills C 163 , Roy T 163 , Tonjes MB 163 , Varelas N 163 , Viinikainen J 163 , Wang H 163 , Wang X 163 , Wu Z 163 , Alhusseini M 164 , Bilki B 164 , Dilsiz K 164 , Durgut S 164 , Gandrajula RP 164 , Haytmyradov M 164 , Khristenko V 164 , Köseyan OK 164 , Merlo JP 164 , Mestvirishvili A 164 , Moeller A 164 , Nachtman J 164 , Ogul H 164 , Onel Y 164 , Ozok F 164 , Penzo A 164 , Snyder C 164 , Tiras E 164 , Wetzel J 164 , Blumenfeld B 165 , Cocoros A 165 , Eminizer N 165 , Gritsan AV 165 , Hung WT 165 , Kyriacou S 165 , Maksimovic P 165 , Roskes J 165 , Swartz M 165 , Barrera CB 166 , Baringer P 166 , Bean A 166 , Boren S 166 , Bowen J 166 , Bylinkin A 166 , Isidori T 166 , Khalil S 166 , King J 166 , Krintiras G 166 , Kropivnitskaya A 166 , Lindsey C 166 , Majumder D 166 , Mcbrayer W 166 , Minafra N 166 , Murray M 166 , Rogan C 166 , Royon C 166 , Sanders S 166 , Schmitz E 166 , Takaki JDT 166 , Wang Q 166 , Williams J 166 , Wilson G 166 , Duric S 167 , Ivanov A 167 , Kaadze K 167 , Kim D 167 , Maravin Y 167 , Mendis DR 167 , Mitchell T 167 , Modak A 167 , Mohammadi A 167 , Rebassoo F 168 , Wright D 168 , Baden A 169 , Baron O 169 , Belloni A 169 , Eno SC 169 , Feng Y 169 , Hadley NJ 169 , Jabeen S 169 , Jeng GY 169 , Kellogg RG 169 , Mignerey AC 169 , Nabili S 169 , Ricci-Tam F 169 , Seidel M 169 , Shin YH 169 , Skuja A 169 , Tonwar SC 169 , Wong K 169 , Abercrombie D 170 , Allen B 170 , Baty A 170 , Bi R 170 , Brandt S 170 , Busza W 170 , Cali IA 170 , D'Alfonso M 170 , Ceballos GG 170 , Goncharov M 170 , Harris P 170 , Hsu D 170 , Hu M 170 , Klute M 170 , Kovalskyi D 170 , Lee YJ 170 , Luckey PD 170 , Maier B 170 , Marini AC 170 , Mcginn C 170 , Mironov C 170 , Narayanan S 170 , Niu X 170 , Paus C 170 , Rankin D 170 , Roland C 170 , Roland G 170 , Shi Z 170 , Stephans GSF 170 , Sumorok K 170 , Tatar K 170 , Velicanu D 170 , Wang J 170 , Wang TW 170 , Wyslouch B 170 , Chatterjee RM 171 , Evans A 171 , Guts S 171 , Hansen P 171 , Hiltbrand J 171 , Jain S 171 , Kubota Y 171 , Lesko Z 171 , Mans J 171 , Revering M 171 , Rusack R 171 , Saradhy R 171 , Schroeder N 171 , Wadud MA 171 , Acosta JG 172 , Oliveros S 172 , Bloom K 173 , Chauhan S 173 , Claes DR 173 , Fangmeier C 173 , Finco L 173 , Golf F 173 , Kamalieddin R 173 , Kravchenko I 173 , Siado JE 173 , Snow GR 173 , Stieger B 173 , Tabb W 173 , Agarwal G 174 , Harrington C 174 , Iashvili I 174 , Kharchilava A 174 , McLean C 174 , Nguyen D 174 , Parker A 174 , Pekkanen J 174 , Rappoccio S 174 , Roozbahani B 174 , Alverson G 175 , Barberis E 175 , Freer C 175 , Haddad Y 175 , Hortiangtham A 175 , Madigan G 175 , Marzocchi B 175 , Morse DM 175 , Orimoto T 175 , Skinnari L 175 , Tishelman-Charny A 175 , Wamorkar T 175 , Wang B 175 , Wisecarver A 175 , Wood D 175 , Bhattacharya S 176 , Bueghly J 176 , Gunter T 176 , Hahn KA 176 , Odell N 176 , Schmitt MH 176 , Sung K 176 , Trovato M 176 , Velasco M 176 , Bucci R 177 , Dev N 177 , Goldouzian R 177 , Hildreth M 177 , Anampa KH 177 , Jessop C 177 , Karmgard DJ 177 , Lannon K 177 , Li W 177 , Loukas N 177 , Marinelli N 177 , Mcalister I 177 , Meng F 177 , Musienko Y 177 , Ruchti R 177 , Siddireddy P 177 , Smith G 177 , Taroni S 177 , Wayne M 177 , Wightman A 177 , Wolf M 177 , Woodard A 177 , Alimena J 178 , Bylsma B 178 , Durkin LS 178 , Francis B 178 , Hill C 178 , Ji W 178 , Lefeld A 178 , Ling TY 178 , Winer BL 178 , Dezoort G 179 , Elmer P 179 , Hardenbrook J 179 , Haubrich N 179 , Higginbotham S 179 , Kalogeropoulos A 179 , Kwan S 179 , Lange D 179 , Lucchini MT 179 , Luo J 179 , Marlow D 179 , Mei K 179 , Ojalvo I 179 , Olsen J 179 , Palmer C 179 , Piroué P 179 , Stickland D 179 , Tully C 179 , Malik S 180 , Norberg S 180 , Barker A 181 , Barnes VE 181 , Das S 181 , Gutay L 181 , Jones M 181 , Jung AW 181 , Khatiwada A 181 , Mahakud B 181 , Miller DH 181 , Negro G 181 , Neumeister N 181 , Peng CC 181 , Piperov S 181 , Qiu H 181 , Schulte JF 181 , Trevisani N 181 , Wang F 181 , Xiao R 181 , Xie W 181 , Cheng T 182 , Dolen J 182 , Parashar N 182 , Behrens U 183 , Ecklund KM 183 , Freed S 183 , Geurts FJM 183 , Kilpatrick M 183 , Kumar A 183 , Li W 183 , Padley BP 183 , Redjimi R 183 , Roberts J 183 , Rorie J 183 , Shi W 183 , Leiton AGS 183 , Tu Z 183 , Zhang A 183 , Bodek A 184 , de Barbaro P 184 , Demina R 184 , Dulemba JL 184 , Fallon C 184 , Ferbel T 184 , Galanti M 184 , Garcia-Bellido A 184 , Hindrichs O 184 , Khukhunaishvili A 184 , Ranken E 184 , Taus R 184 , Chiarito B 185 , Chou JP 185 , Gandrakota A 185 , Gershtein Y 185 , Halkiadakis E 185 , Hart A 185 , Heindl M 185 , Hughes E 185 , Kaplan S 185 , Laflotte I 185 , Lath A 185 , Montalvo R 185 , Nash K 185 , Osherson M 185 , Saka H 185 , Salur S 185 , Schnetzer S 185 , Somalwar S 185 , Stone R 185 , Thomas S 185 , Acharya H 186 , Delannoy AG 186 , Spanier S 186 , Bouhali O 187 , Dalchenko M 187 , De Mattia M 187 , Delgado A 187 , Dildick S 187 , Eusebi R 187 , Gilmore J 187 , Huang T 187 , Kamon T 187 , Kim H 187 , Luo S 187 , Malhotra S 187 , Marley D 187 , Mueller R 187 , Overton D 187 , Perniè L 187 , Rathjens D 187 , Safonov A 187 , Akchurin N 188 , Damgov J 188 , De Guio F 188 , Hegde V 188 , Kunori S 188 , Lamichhane K 188 , Lee SW 188 , Mengke T 188 , Muthumuni S 188 , Peltola T 188 , Undleeb S 188 , Volobouev I 188 , Wang Z 188 , Whitbeck A 188 , Greene S 189 , Gurrola A 189 , Janjam R 189 , Johns W 189 , Maguire C 189 , Melo A 189 , Ni H 189 , Padeken K 189 , Romeo F 189 , Sheldon P 189 , Tuo S 189 , Velkovska J 189 , Verweij M 189 , Arenton MW 190 , Barria P 190 , Cox B 190 , Cummings G 190 , Hakala J 190 , Hirosky R 190 , Joyce M 190 , Ledovskoy A 190 , Neu C 190 , Tannenwald B 190 , Wang Y 190 , Wolfe E 190 , Xia F 190 , Harr R 191 , Karchin PE 191 , Poudyal N 191 , Sturdy J 191 , Thapa P 191 , Bose T 192 , Buchanan J 192 , Caillol C 192 , Carlsmith D 192 , Dasu S 192 , De Bruyn I 192 , Dodd L 192 , Galloni C 192 , He H 192 , Herndon M 192 , Hervé A 192 , Hussain U 192 , Lanaro A 192 , Loeliger A 192 , Long K 192 , Loveless R 192 , Sreekala JM 192 , Pinna D 192 , Ruggles T 192 , Savin A 192 , Sharma V 192 , Smith WH 192 , Teague D 192 , Trembath-Reichert S 192 , CMS Collaboration

Affiliations 

  • 1 Yerevan Physics Institute, Yerevan, Armenia
  • 2 Institut für Hochenergiephysik, Wien, Austria
  • 3 Institute for Nuclear Problems, Minsk, Belarus
  • 4 Universiteit Antwerpen, Antwerpen, Belgium
  • 5 Vrije Universiteit Brussel, Brussel, Belgium
  • 6 Université Libre de Bruxelles, Bruxelles, Belgium
  • 7 Ghent University, Ghent, Belgium
  • 8 Université Catholique de Louvain, Louvain-la-Neuve, Belgium
  • 9 Centro Brasileiro de Pesquisas Fisicas, Rio de Janeiro, Brazil
  • 10 Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil
  • 11 Universidade Estadual Paulista , Universidade Federal do ABC, São Paulo, Brazil
  • 12 Institute for Nuclear Research and Nuclear Energy, Bulgarian Academy of Sciences, Sofia, Bulgaria
  • 13 University of Sofia, Sofia, Bulgaria
  • 14 Beihang University, Beijing, China
  • 15 Department of Physics, Tsinghua University, Beijing, China
  • 16 Institute of High Energy Physics, Beijing, China
  • 17 State Key Laboratory of Nuclear Physics and Technology, Peking University, Beijing, China
  • 18 Zhejiang University, Hangzhou, China
  • 19 Universidad de Los Andes, Bogota, Colombia
  • 20 Universidad de Antioquia, Medellin, Colombia
  • 21 University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture, Split, Croatia
  • 22 University of Split, Faculty of Science, Split, Croatia
  • 23 Institute Rudjer Boskovic, Zagreb, Croatia
  • 24 University of Cyprus, Nicosia, Cyprus
  • 25 Charles University, Prague, Czech Republic
  • 26 Escuela Politecnica Nacional, Quito, Ecuador
  • 27 Universidad San Francisco de Quito, Quito, Ecuador
  • 28 Academy of Scientific Research and Technology of the Arab Republic of Egypt, Egyptian Network of High Energy Physics, Cairo, Egypt
  • 29 National Institute of Chemical Physics and Biophysics, Tallinn, Estonia
  • 30 Department of Physics, University of Helsinki, Helsinki, Finland
  • 31 Helsinki Institute of Physics, Helsinki, Finland
  • 32 Lappeenranta University of Technology, Lappeenranta, Finland
  • 33 IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France
  • 34 Laboratoire Leprince-Ringuet, CNRS/IN2P3, Ecole Polytechnique, Institut Polytechnique de Paris, Palaiseau, France
  • 35 Université de Strasbourg, CNRS, IPHC UMR 7178, Strasbourg, France
  • 36 Centre de Calcul de l'Institut National de Physique Nucleaire et de Physique des Particules, CNRS/IN2P3, Villeurbanne, France
  • 37 Université de Lyon, Université Claude Bernard Lyon 1, CNRS-IN2P3, Institut de Physique Nucléaire de Lyon, Villeurbanne, France
  • 38 Georgian Technical University, Tbilisi, Georgia
  • 39 Tbilisi State University, Tbilisi, Georgia
  • 40 RWTH Aachen University, I. Physikalisches Institut, Aachen, Germany
  • 41 RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany
  • 42 RWTH Aachen University, III. Physikalisches Institut B, Aachen, Germany
  • 43 Deutsches Elektronen-Synchrotron, Hamburg, Germany
  • 44 University of Hamburg, Hamburg, Germany
  • 45 Karlsruher Institut fuer Technologie, Karlsruhe, Germany
  • 46 Institute of Nuclear and Particle Physics (INPP), NCSR Demokritos, Aghia Paraskevi, Greece
  • 47 National and Kapodistrian University of Athens, Athens, Greece
  • 48 National Technical University of Athens, Athens, Greece
  • 49 University of Ioánnina, Ioánnina, Greece
  • 50 MTA-ELTE Lendület CMS Particle and Nuclear Physics Group, Eötvös Loránd University, Budapest, Hungary
  • 51 Wigner Research Centre for Physics, Budapest, Hungary
  • 52 Institute of Nuclear Research ATOMKI, Debrecen, Hungary
  • 53 Institute of Physics, University of Debrecen, Debrecen, Hungary
  • 54 Eszterhazy Karoly University, Karoly Robert Campus, Gyongyos, Hungary
  • 55 Indian Institute of Science (IISc), Bangalore, India
  • 56 National Institute of Science Education and Research, HBNI, Bhubaneswar, India
  • 57 Panjab University, Chandigarh, India
  • 58 University of Delhi, Delhi, India
  • 59 Saha Institute of Nuclear Physics, HBNI, Kolkata, India
  • 60 Indian Institute of Technology Madras, Madras, India
  • 61 Bhabha Atomic Research Centre, Mumbai, India
  • 62 Tata Institute of Fundamental Research-A, Mumbai, India
  • 63 Tata Institute of Fundamental Research-B, Mumbai, India
  • 64 Indian Institute of Science Education and Research (IISER), Pune, India
  • 65 Institute for Research in Fundamental Sciences (IPM), Tehran, Iran
  • 66 University College Dublin, Dublin, Ireland
  • 67 INFN Sezione di Bari , Università di Bari , Politecnico di Bari, Bari, Italy
  • 68 INFN Sezione di Bologna , Università di Bologna, Bologna, Italy
  • 69 INFN Sezione di Catania , Università di Catania, Catania, Italy
  • 70 INFN Sezione di Firenze , Università di Firenze, Firenze, Italy
  • 71 INFN Laboratori Nazionali di Frascati, Frascati, Italy
  • 72 INFN Sezione di Genova , Università di Genova, Genova, Italy
  • 73 INFN Sezione di Milano-Bicocca , Università di Milano-Bicocca, Milano, Italy
  • 74 INFN Sezione di Napoli , Università di Napoli 'Federico II' , Napoli; Italy, Università della Basilicata , Potenza, Italy, Università G. Marconi, Roma, Italy
  • 75 INFN Sezione di Padova , Università di Padova , Padova; Italy, Università di Trento, Trento, Italy
  • 76 INFN Sezione di Pavia , Università di Pavia, Pavia, Italy
  • 77 INFN Sezione di Perugia , Università di Perugia, Perugia, Italy
  • 78 INFN Sezione di Pisa , Università di Pisa , Scuola Normale Superiore di Pisa, Pisa, Italy
  • 79 INFN Sezione di Roma , Sapienza Università di Roma, Rome, Italy
  • 80 INFN Sezione di Torino , Università di Torino , Torino; Italy, Università del Piemonte Orientale, Novara, Italy
  • 81 INFN Sezione di Trieste , Università di Trieste, Trieste, Italy
  • 82 Kyungpook National University, Daegu, Korea
  • 83 Chonnam National University, Institute for Universe and Elementary Particles, Kwangju, Korea
  • 84 Hanyang University, Seoul, Korea
  • 85 Korea University, Seoul, Korea
  • 86 Department of Physics, Kyung Hee University, Seoul, Korea
  • 87 Sejong University, Seoul, Korea
  • 88 Seoul National University, Seoul, Korea
  • 89 University of Seoul, Seoul, Korea
  • 90 Sungkyunkwan University, Suwon, Korea
  • 91 Riga Technical University, Riga, Latvia
  • 92 Vilnius University, Vilnius, Lithuania
  • 93 National Centre for Particle Physics, Universiti Malaya, Kuala Lumpur, Malaysia
  • 94 Universidad de Sonora (UNISON), Hermosillo, Mexico
  • 95 Centro de Investigacion y de Estudios Avanzados del IPN, Mexico City, Mexico
  • 96 Universidad Iberoamericana, Mexico City , Mexico
  • 97 Benemerita Universidad Autonoma de Puebla, Puebla, Mexico
  • 98 Universidad Autónoma de San Luis Potosí, San Luis Potosí, Mexico
  • 99 University of Montenegro, Podgorica, Montenegro
  • 100 University of Auckland, Auckland, New Zealand
  • 101 University of Canterbury, Christchurch, New Zealand
  • 102 National Centre for Physics, Quaid-I-Azam University, Islamabad, Pakistan
  • 103 AGH University of Science and Technology Faculty of Computer Science, Electronics and Telecommunications, Krakow, Poland
  • 104 National Centre for Nuclear Research, Swierk, Poland
  • 105 Institute of Experimental Physics, Faculty of Physics, University of Warsaw, Warsaw, Poland
  • 106 Laboratório de Instrumentação e Física Experimental de Partículas, Lisbon, Portugal
  • 107 Joint Institute for Nuclear Research, Dubna, Russia
  • 108 Petersburg Nuclear Physics Institute, Gatchina (St. Petersburg), Russia
  • 109 Institute for Nuclear Research, Moscow, Russia
  • 110 Institute for Theoretical and Experimental Physics named by A.I. Alikhanov of NRC 'Kurchatov Institute', Moscow, Russia
  • 111 Moscow Institute of Physics and Technology, Moscow, Russia
  • 112 National Research Nuclear University 'Moscow Engineering Physics Institute' (MEPhI), Moscow, Russia
  • 113 P.N. Lebedev Physical Institute, Moscow, Russia
  • 114 Skobeltsyn Institute of Nuclear Physics, Lomonosov Moscow State University, Moscow, Russia
  • 115 Novosibirsk State University (NSU), Novosibirsk, Russia
  • 116 Institute for High Energy Physics of National Research Centre 'Kurchatov Institute', Protvino, Russia
  • 117 National Research Tomsk Polytechnic University, Tomsk, Russia
  • 118 Tomsk State University, Tomsk, Russia
  • 119 University of Belgrade: Faculty of Physics and VINCA Institute of Nuclear Sciences, Belgrade, Serbia
  • 120 Centro de Investigaciones Energéticas Medioambientales y Tecnológicas (CIEMAT), Madrid, Spain
  • 121 Universidad Autónoma de Madrid, Madrid, Spain
  • 122 Universidad de Oviedo, Instituto Universitario de Ciencias y Tecnologías Espaciales de Asturias (ICTEA), Oviedo, Spain
  • 123 Instituto de Física de Cantabria (IFCA), CSIC-Universidad de Cantabria, Santander, Spain
  • 124 University of Colombo, Colombo, Sri Lanka
  • 125 Department of Physics, University of Ruhuna, Matara, Sri Lanka
  • 126 CERN, European Organization for Nuclear Research, Geneva, Switzerland
  • 127 Paul Scherrer Institut, Villigen, Switzerland
  • 128 ETH Zurich - Institute for Particle Physics and Astrophysics (IPA), Zurich, Switzerland
  • 129 Universität Zürich, Zurich, Switzerland
  • 130 National Central University, Chung-Li, Taiwan
  • 131 National Taiwan University (NTU), Taipei, Taiwan
  • 132 Department of Physics, Chulalongkorn University, Faculty of Science, Bangkok, Thailand
  • 133 Physics Department Science and Art Faculty, Çukurova University, Adana, Turkey
  • 134 Physics Department, Middle East Technical University, Ankara, Turkey
  • 135 Bogazici University, Istanbul, Turkey
  • 136 Istanbul Technical University, Istanbul, Turkey
  • 137 Istanbul University, Istanbul, Turkey
  • 138 Institute for Scintillation Materials of National Academy of Science of Ukraine, Kharkov, Ukraine
  • 139 National Scientific Center, Kharkov Institute of Physics and Technology, Kharkov, Ukraine
  • 140 University of Bristol, Bristol, United Kingdom
  • 141 Rutherford Appleton Laboratory, Didcot, United Kingdom
  • 142 Imperial College, London, United Kingdom
  • 143 Brunel University, Uxbridge, United Kingdom
  • 144 Baylor University, Waco, USA
  • 145 Catholic University of America, Washington, DC USA
  • 146 The University of Alabama, Tuscaloosa, USA
  • 147 Boston University, Boston, USA
  • 148 Brown University, Providence, USA
  • 149 University of California, Davis, Davis, USA
  • 150 University of California, Los Angeles, USA
  • 151 University of California, Riverside, Riverside, USA
  • 152 University of California, San Diego, La Jolla USA
  • 153 Department of Physics, University of California, Santa Barbara, Santa Barbara, USA
  • 154 California Institute of Technology, Pasadena, USA
  • 155 Carnegie Mellon University, Pittsburgh, USA
  • 156 University of Colorado Boulder, Boulder, USA
  • 157 Cornell University, Ithaca, USA
  • 158 Fermi National Accelerator Laboratory, Batavia, USA
  • 159 University of Florida, Gainesville, USA
  • 160 Florida International University, Miami, USA
  • 161 Florida State University, Tallahassee, USA
  • 162 Florida Institute of Technology, Melbourne, USA
  • 163 University of Illinois at Chicago (UIC), Chicago, USA
  • 164 The University of Iowa, Iowa City, USA
  • 165 Johns Hopkins University, Baltimore, USA
  • 166 The University of Kansas, Lawrence, USA
  • 167 Kansas State University, Manhattan, USA
  • 168 Lawrence Livermore National Laboratory, Livermore, USA
  • 169 University of Maryland, College Park, USA
  • 170 Massachusetts Institute of Technology, Cambridge, USA
  • 171 University of Minnesota, Minneapolis, USA
  • 172 University of Mississippi, Oxford, USA
  • 173 University of Nebraska-Lincoln, Lincoln, USA
  • 174 State University of New York at Buffalo, Buffalo, USA
  • 175 Northeastern University, Boston, USA
  • 176 Northwestern University, Evanston, USA
  • 177 University of Notre Dame, Notre Dame, USA
  • 178 The Ohio State University, Columbus, USA
  • 179 Princeton University, Princeton, USA
  • 180 University of Puerto Rico, Mayaguez, USA
  • 181 Purdue University, West Lafayette, USA
  • 182 Purdue University Northwest, Hammond, USA
  • 183 Rice University, Houston, USA
  • 184 University of Rochester, Rochester, USA
  • 185 Rutgers, The State University of New Jersey, Piscataway, USA
  • 186 University of Tennessee, Knoxville, USA
  • 187 Texas A&M University, College Station, USA
  • 188 Texas Tech University, Lubbock, USA
  • 189 Vanderbilt University, Nashville, USA
  • 190 University of Virginia, Charlottesville, USA
  • 191 Wayne State University, Detroit, USA
  • 192 University of Wisconsin - Madison, Madison, WI USA
Comput Softw Big Sci, 2020;4(1):10.
PMID: 33196702 DOI: 10.1007/s41781-020-00041-z

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 ¯ .

* Title and MeSH Headings from MEDLINE®/PubMed®, a database of the U.S. National Library of Medicine.

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