It is known that when the maximum likelihood estimator (MLE) algorithm passes a certain point, it produces images that begin to deteriorate. We propose a quantitative criterion with a simple probabilistic interpretation that allows the user to stop the algorithm just before this effect begins. The MLE algorithm searches for the image that has the maximum probability to generate the projection data. The underlying assumption of the algorithm is a Poisson distribution of the data. Therefore, the best image, according to the MLE algorithm, is the one that results in projection means which are as close to the data as possible. It is shown that this goal conflicts with the assumption that the data are Poisson-distributed. We test a statistical hypothesis whereby the projection data could have been generated by the image produced after each iteration. The acceptance or rejection of the hypothesis is based on a parameter that decreases as the images improve and increases as they deteriorate. We show that the best MLE images, which pass the test, result in somewhat lower noise in regions of high activity than the filtered back-projection results and much improved images in low activity regions. The applicability of the proposed stopping rule to other iterative schemes is discussed.
It is known that when the maximum likelihood estimator (MLE) algorithm passes a certain point, it produces images that begin to deteriorate. We propose a quantitative criterion with a simple probabilistic interpretation that allows the user to stop the algorithm just before this effect begins. The MLE algorithm searches for the image that has the maximum probability to generate the projection data. The underlying assumption of the algorithm is a Poisson distribution of the data. Therefore, the best image, according to the MLE algorithm, is the one that results in projection means which are as close to the data as possible. It is shown that this goal conflicts with the assumption that the data are Poisson-distributed. We test a statistical hypothesis whereby the projection data could have been generated by the image produced after each iteration. The acceptance or rejection of the hypothesis is based on a parameter that decreases as the images improve and increases as they deteriorate. We show that the best MLE images, which pass the test, result in somewhat lower noise in regions of high activity than the filtered back-projection results and much improved images in low activity regions. The applicability of the proposed stopping rule to other iterative schemes is discussed.
Authors: A M Sirunyan; A Tumasyan; W Adam; E Asilar; T Bergauer; J Brandstetter; E Brondolin; M Dragicevic; J Erö; M Flechl; M Friedl; R Frühwirth; V M Ghete; C Hartl; N Hörmann; J Hrubec; M Jeitler; A König; I Krätschmer; D Liko; T Matsushita; I Mikulec; D Rabady; N Rad; B Rahbaran; H Rohringer; J Schieck; J Strauss; W Waltenberger; C-E Wulz; O Dvornikov; V Makarenko; V Mossolov; J Suarez Gonzalez; V Zykunov; N Shumeiko; S Alderweireldt; E A De Wolf; X Janssen; J Lauwers; M Van De Klundert; H Van Haevermaet; P Van Mechelen; N Van Remortel; A Van Spilbeeck; S Abu Zeid; F Blekman; J D'Hondt; N Daci; I De Bruyn; K Deroover; S Lowette; S Moortgat; L Moreels; A Olbrechts; Q Python; K Skovpen; S Tavernier; W Van Doninck; P Van Mulders; I Van Parijs; H Brun; B Clerbaux; G De Lentdecker; H Delannoy; G Fasanella; L Favart; R Goldouzian; A Grebenyuk; G Karapostoli; T Lenzi; A Léonard; J Luetic; T Maerschalk; A Marinov; A Randle-Conde; T Seva; C Vander Velde; P Vanlaer; D Vannerom; R Yonamine; F Zenoni; F Zhang; T Cornelis; D Dobur; A Fagot; M Gul; I Khvastunov; D Poyraz; S Salva; R Schöfbeck; M Tytgat; W Van Driessche; N Zaganidis; H Bakhshiansohi; O Bondu; S Brochet; G Bruno; A Caudron; S De Visscher; C Delaere; M Delcourt; B Francois; A Giammanco; A Jafari; M Komm; G Krintiras; V Lemaitre; A Magitteri; A Mertens; M Musich; K Piotrzkowski; L Quertenmont; M Selvaggi; M Vidal Marono; S Wertz; N Beliy; W L Aldá Júnior; F L Alves; G A Alves; L Brito; C Hensel; A Moraes; M E Pol; P Rebello Teles; E Belchior Batista Das Chagas; W Carvalho; J Chinellato; A Custódio; 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; D Matos Figueiredo; C Mora Herrera; L Mundim; H Nogima; W L Prado Da Silva; A Santoro; A Sznajder; E J Tonelli Manganote; F Torres Da Silva De Araujo; A Vilela Pereira; S Ahuja; C A Bernardes; S Dogra; T R Fernandez Perez Tomei; E M Gregores; P G Mercadante; C S Moon; S F Novaes; Sandra S Padula; D Romero Abad; J C Ruiz Vargas; A Aleksandrov; R Hadjiiska; P Iaydjiev; M Rodozov; S Stoykova; G Sultanov; M Vutova; A Dimitrov; I Glushkov; L Litov; B Pavlov; P Petkov; W Fang; M Ahmad; J G Bian; G M Chen; H S Chen; M Chen; Y Chen; T Cheng; C H Jiang; D Leggat; Z Liu; F Romeo; M Ruan; S M Shaheen; A Spiezia; J Tao; C Wang; Z Wang; E Yazgan; H Zhang; J Zhao; Y Ban; G Chen; Q Li; S Liu; Y Mao; S J Qian; D Wang; Z Xu; C Avila; A Cabrera; L F Chaparro Sierra; C Florez; J P Gomez; C F González Hernández; J D Ruiz Alvarez; J C Sanabria; N Godinovic; D Lelas; I Puljak; P M Ribeiro Cipriano; T Sculac; Z Antunovic; M Kovac; V Brigljevic; D Ferencek; K Kadija; B Mesic; T Susa; M W Ather; A Attikis; G Mavromanolakis; J Mousa; C Nicolaou; F Ptochos; P A Razis; H Rykaczewski; M Finger; M Finger; E Carrera Jarrin; A A Abdelalim; Y Mohammed; E Salama; M Kadastik; L Perrini; M Raidal; A Tiko; C Veelken; P Eerola; J Pekkanen; M Voutilainen; J Härkönen; T Järvinen; V Karimäki; R Kinnunen; T Lampén; K Lassila-Perini; S Lehti; T Lindén; P Luukka; J Tuominiemi; E Tuovinen; L Wendland; J Talvitie; T Tuuva; M Besancon; F Couderc; M Dejardin; D Denegri; B Fabbro; J L Faure; C Favaro; F Ferri; S Ganjour; S Ghosh; A Givernaud; P Gras; G Hamel de Monchenault; P Jarry; I Kucher; E Locci; M Machet; J Malcles; J Rander; A Rosowsky; M Titov; A Abdulsalam; I Antropov; S Baffioni; F Beaudette; P Busson; L Cadamuro; E Chapon; C Charlot; O Davignon; R Granier de Cassagnac; M Jo; S Lisniak; P Miné; M Nguyen; C Ochando; G Ortona; P Paganini; P Pigard; S Regnard; R Salerno; Y Sirois; A G Stahl Leiton; T Strebler; Y Yilmaz; A Zabi; A Zghiche; J-L Agram; J Andrea; D Bloch; J-M Brom; M Buttignol; E C Chabert; N Chanon; C Collard; E Conte; X Coubez; J-C Fontaine; D Gelé; U Goerlach; A-C Le Bihan; P Van Hove; S Gadrat; S Beauceron; C Bernet; G Boudoul; C A Carrillo Montoya; R Chierici; D Contardo; B Courbon; P Depasse; H El Mamouni; J Fay; L Finco; S Gascon; M Gouzevitch; G Grenier; B Ille; F Lagarde; I B Laktineh; M Lethuillier; L Mirabito; A L Pequegnot; S Perries; A Popov; V Sordini; M Vander Donckt; P Verdier; S Viret; T Toriashvili; Z Tsamalaidze; C Autermann; S Beranek; L Feld; M K Kiesel; K Klein; M Lipinski; M Preuten; C Schomakers; J Schulz; T Verlage; A Albert; M Brodski; E Dietz-Laursonn; D Duchardt; M Endres; M Erdmann; S Erdweg; T Esch; R Fischer; A Güth; M Hamer; T Hebbeker; C Heidemann; K Hoepfner; S Knutzen; M Merschmeyer; A Meyer; P Millet; S Mukherjee; M Olschewski; K Padeken; T Pook; M Radziej; H Reithler; M Rieger; F Scheuch; L Sonnenschein; D Teyssier; S Thüer; V Cherepanov; G Flügge; B Kargoll; T Kress; A Künsken; J Lingemann; T Müller; A Nehrkorn; A Nowack; C Pistone; O Pooth; A Stahl; M Aldaya Martin; T Arndt; C Asawatangtrakuldee; K Beernaert; O Behnke; U Behrens; A A Bin Anuar; K Borras; A Campbell; P Connor; C Contreras-Campana; F Costanza; C Diez Pardos; G Dolinska; G Eckerlin; D Eckstein; T Eichhorn; E Eren; E Gallo; J Garay Garcia; A Geiser; A Gizhko; J M Grados Luyando; A Grohsjean; P Gunnellini; A Harb; J Hauk; M Hempel; H Jung; A Kalogeropoulos; O Karacheban; M Kasemann; J Keaveney; C Kleinwort; I Korol; D Krücker; W Lange; A Lelek; T Lenz; J Leonard; K Lipka; A Lobanov; W Lohmann; R Mankel; I-A Melzer-Pellmann; A B Meyer; G Mittag; J Mnich; A Mussgiller; D Pitzl; R Placakyte; A Raspereza; B Roland; M Ö Sahin; P Saxena; T Schoerner-Sadenius; S Spannagel; N Stefaniuk; G P Van Onsem; R Walsh; C Wissing; V Blobel; M Centis Vignali; A R Draeger; T Dreyer; E Garutti; D Gonzalez; J Haller; M Hoffmann; A Junkes; R Klanner; R Kogler; N Kovalchuk; S Kurz; T Lapsien; I Marchesini; D Marconi; M Meyer; M Niedziela; D Nowatschin; F Pantaleo; T Peiffer; A Perieanu; C Scharf; P Schleper; A Schmidt; S Schumann; J Schwandt; J Sonneveld; H Stadie; G Steinbrück; F M Stober; M Stöver; H Tholen; D Troendle; E Usai; L Vanelderen; A Vanhoefer; B Vormwald; M Akbiyik; C Barth; S Baur; C Baus; J Berger; E Butz; R Caspart; T Chwalek; F Colombo; W De Boer; A Dierlamm; S Fink; B Freund; R Friese; M Giffels; A Gilbert; P Goldenzweig; D Haitz; F Hartmann; S M Heindl; U Husemann; F Kassel; I Katkov; S Kudella; H Mildner; M U Mozer; Th Müller; M Plagge; G Quast; K Rabbertz; S Röcker; F Roscher; M Schröder; I Shvetsov; G Sieber; H J Simonis; R Ulrich; S Wayand; M Weber; T Weiler; S Williamson; C Wöhrmann; R Wolf; G Anagnostou; G Daskalakis; T Geralis; V A Giakoumopoulou; A Kyriakis; D Loukas; I Topsis-Giotis; S Kesisoglou; A Panagiotou; N Saoulidou; E Tziaferi; K Kousouris; I Evangelou; G Flouris; C Foudas; P Kokkas; N Loukas; N Manthos; I Papadopoulos; E Paradas; N Filipovic; G Pasztor; G Bencze; C Hajdu; D Horvath; F Sikler; V Veszpremi; G Vesztergombi; A J Zsigmond; N Beni; S Czellar; J Karancsi; A Makovec; J Molnar; Z Szillasi; M Bartók; P Raics; Z L Trocsanyi; B Ujvari; S Choudhury; J R Komaragiri; S Bahinipati; S Bhowmik; P Mal; K Mandal; A Nayak; D K Sahoo; N Sahoo; S K Swain; S Bansal; S B Beri; V Bhatnagar; R Chawla; U Bhawandeep; A K Kalsi; A Kaur; M Kaur; R Kumar; P Kumari; A Mehta; M Mittal; J B Singh; G Walia; Ashok Kumar; A Bhardwaj; B C Choudhary; R B Garg; S Keshri; A Kumar; S Malhotra; M Naimuddin; K Ranjan; R Sharma; V Sharma; R Bhattacharya; S Bhattacharya; K Chatterjee; S Dey; S Dutt; S Dutta; S Ghosh; N Majumdar; A Modak; K Mondal; S Mukhopadhyay; S Nandan; A Purohit; A Roy; D Roy; S Roy Chowdhury; S Sarkar; M Sharan; S Thakur; P K Behera; R Chudasama; D Dutta; V Jha; V Kumar; A K Mohanty; P K Netrakanti; L M Pant; P Shukla; A Topkar; T Aziz; S Dugad; G Kole; B Mahakud; S Mitra; G B Mohanty; B Parida; N Sur; B Sutar; S Banerjee; R K Dewanjee; S Ganguly; M Guchait; Sa Jain; S Kumar; M Maity; G Majumder; K Mazumdar; T Sarkar; N Wickramage; S Chauhan; S Dube; V Hegde; A Kapoor; K Kothekar; S Pandey; A Rane; S Sharma; S Chenarani; E Eskandari Tadavani; S M Etesami; M Khakzad; M Mohammadi Najafabadi; M Naseri; S Paktinat Mehdiabadi; F Rezaei Hosseinabadi; B Safarzadeh; M Zeinali; M Felcini; M Grunewald; M Abbrescia; C Calabria; C Caputo; A Colaleo; D Creanza; L Cristella; N De Filippis; M De Palma; L Fiore; G Iaselli; G Maggi; M Maggi; G Miniello; S My; S Nuzzo; A Pompili; G Pugliese; R Radogna; A Ranieri; G Selvaggi; A Sharma; L Silvestris; R Venditti; P Verwilligen; G Abbiendi; C Battilana; D Bonacorsi; S Braibant-Giacomelli; L Brigliadori; R Campanini; P Capiluppi; A Castro; F R Cavallo; S S Chhibra; G Codispoti; M Cuffiani; G M Dallavalle; F Fabbri; A Fanfani; D Fasanella; P Giacomelli; C Grandi; L Guiducci; S Marcellini; G Masetti; A Montanari; F L Navarria; A Perrotta; A M Rossi; T Rovelli; G P Siroli; N Tosi; S Albergo; S Costa; A Di Mattia; F Giordano; R Potenza; A Tricomi; C Tuve; G Barbagli; V Ciulli; C Civinini; R D'Alessandro; E Focardi; P Lenzi; M Meschini; S Paoletti; L Russo; G Sguazzoni; D Strom; L Viliani; L Benussi; S Bianco; F Fabbri; D Piccolo; F Primavera; V Calvelli; F Ferro; M R Monge; E Robutti; S Tosi; L Brianza; F Brivio; V Ciriolo; M E Dinardo; S Fiorendi; S Gennai; A Ghezzi; P Govoni; M Malberti; S Malvezzi; R A Manzoni; D Menasce; L Moroni; M Paganoni; D Pedrini; S Pigazzini; S Ragazzi; T Tabarelli de Fatis; S Buontempo; N Cavallo; G De Nardo; S Di Guida; F Fabozzi; F Fienga; A O M Iorio; L Lista; S Meola; P Paolucci; C Sciacca; F Thyssen; P Azzi; N Bacchetta; L Benato; D Bisello; A Boletti; R Carlin; A Carvalho Antunes De Oliveira; P Checchia; M Dall'Osso; P De Castro Manzano; T Dorigo; U Dosselli; F Gasparini; U Gasparini; A Gozzelino; S Lacaprara; M Margoni; A T Meneguzzo; J Pazzini; N Pozzobon; P Ronchese; F Simonetto; E Torassa; M Zanetti; P Zotto; G Zumerle; A Braghieri; F Fallavollita; A Magnani; P Montagna; S P Ratti; V Re; M Ressegotti; C Riccardi; P Salvini; I Vai; P Vitulo; L Alunni Solestizi; G M Bilei; D Ciangottini; L Fanò; P Lariccia; R Leonardi; G Mantovani; V Mariani; M Menichelli; A Saha; A Santocchia; K Androsov; P Azzurri; G Bagliesi; J Bernardini; T Boccali; R Castaldi; M A Ciocci; R Dell'Orso; G Fedi; A Giassi; M T Grippo; F Ligabue; T Lomtadze; L Martini; A Messineo; F Palla; A Rizzi; A Savoy-Navarro; P Spagnolo; R Tenchini; G Tonelli; A Venturi; P G Verdini; L Barone; F Cavallari; M Cipriani; D Del Re; M Diemoz; S Gelli; E Longo; F Margaroli; B Marzocchi; P Meridiani; G Organtini; R Paramatti; F Preiato; S Rahatlou; C Rovelli; F Santanastasio; N Amapane; R Arcidiacono; S Argiro; M Arneodo; N Bartosik; R Bellan; C Biino; N Cartiglia; F Cenna; M Costa; R Covarelli; A Degano; N Demaria; B Kiani; C Mariotti; S Maselli; E Migliore; V Monaco; E Monteil; M Monteno; M M Obertino; L Pacher; N Pastrone; M Pelliccioni; G L Pinna Angioni; F Ravera; A Romero; M Ruspa; R Sacchi; K Shchelina; V Sola; A Solano; A Staiano; P Traczyk; S Belforte; M Casarsa; F Cossutti; G Della Ricca; A Zanetti; D H Kim; G N Kim; M S Kim; J Lee; S Lee; S W Lee; Y D Oh; S Sekmen; D C Son; Y C Yang; A Lee; H Kim; J A Brochero Cifuentes; T J Kim; S Cho; S Choi; Y Go; D Gyun; S Ha; B Hong; Y Jo; Y Kim; K Lee; K S Lee; S Lee; J Lim; S K Park; Y Roh; J Almond; J Kim; H Lee; S B Oh; B C Radburn-Smith; S H Seo; U K Yang; H D Yoo; G B Yu; M Choi; H Kim; J H Kim; J S H Lee; I C Park; G Ryu; M S Ryu; Y Choi; J Goh; C Hwang; J Lee; I Yu; V Dudenas; A Juodagalvis; J Vaitkus; I Ahmed; Z A Ibrahim; M A B Md Ali; F Mohamad Idris; W A T Wan Abdullah; M N Yusli; Z Zolkapli; H Castilla-Valdez; E De La Cruz-Burelo; I Heredia-De La Cruz; R Lopez-Fernandez; R Magaña Villalba; J Mejia Guisao; A Sanchez-Hernandez; S Carrillo Moreno; C Oropeza Barrera; F Vazquez Valencia; S Carpinteyro; I Pedraza; H A Salazar Ibarguen; C Uribe Estrada; A Morelos Pineda; D Krofcheck; P H Butler; A Ahmad; M Ahmad; Q Hassan; H R Hoorani; W A Khan; A Saddique; M A Shah; M Shoaib; M Waqas; H Bialkowska; M Bluj; B Boimska; T Frueboes; M Górski; M Kazana; K Nawrocki; K Romanowska-Rybinska; M Szleper; P Zalewski; K Bunkowski; A Byszuk; K Doroba; A Kalinowski; M Konecki; J Krolikowski; M Misiura; M Olszewski; A Pyskir; M Walczak; P Bargassa; C Beirão Da Cruz E Silva; B Calpas; A Di Francesco; P Faccioli; M Gallinaro; J Hollar; N Leonardo; L Lloret Iglesias; M V Nemallapudi; J Seixas; O Toldaiev; D Vadruccio; J Varela; S Afanasiev; P Bunin; M Gavrilenko; I Golutvin; I Gorbunov; A Kamenev; V Karjavin; A Lanev; A Malakhov; V Matveev; V Palichik; V Perelygin; S Shmatov; S Shulha; N Skatchkov; V Smirnov; N Voytishin; A Zarubin; L Chtchipounov; V Golovtsov; Y Ivanov; V Kim; E Kuznetsova; V Murzin; V Oreshkin; V Sulimov; A Vorobyev; Yu Andreev; A Dermenev; S Gninenko; N Golubev; A Karneyeu; M Kirsanov; N Krasnikov; A Pashenkov; D Tlisov; A Toropin; V Epshteyn; V Gavrilov; N Lychkovskaya; V Popov; I Pozdnyakov; G Safronov; A Spiridonov; M Toms; E Vlasov; A Zhokin; T Aushev; A Bylinkin; R Chistov; S Polikarpov; E Zhemchugov; V Andreev; M Azarkin; I Dremin; M Kirakosyan; A Leonidov; A Terkulov; A Baskakov; A Belyaev; E Boos; M Dubinin; L Dudko; A Ershov; A Gribushin; V Klyukhin; O Kodolova; I Lokhtin; I Miagkov; S Obraztsov; S Petrushanko; V Savrin; A Snigirev; V Blinov; Y Skovpen; D Shtol; I Azhgirey; I Bayshev; S Bitioukov; D Elumakhov; V Kachanov; A Kalinin; D Konstantinov; V Krychkine; V Petrov; R Ryutin; A Sobol; S Troshin; N Tyurin; A Uzunian; A Volkov; P Adzic; P Cirkovic; D Devetak; M Dordevic; J Milosevic; V Rekovic; J Alcaraz Maestre; M Barrio Luna; E Calvo; M Cerrada; M Chamizo Llatas; N Colino; B De La Cruz; A Delgado Peris; A Escalante Del Valle; C Fernandez Bedoya; J P Fernández Ramos; J Flix; M C Fouz; P Garcia-Abia; O Gonzalez Lopez; S Goy Lopez; J M Hernandez; M I Josa; E Navarro De Martino; A Pérez-Calero Yzquierdo; J Puerta Pelayo; A Quintario Olmeda; I Redondo; L Romero; M S Soares; J F de Trocóniz; M Missiroli; D Moran; J Cuevas; C Erice; J Fernandez Menendez; I Gonzalez Caballero; J R González Fernández; E Palencia Cortezon; S Sanchez Cruz; I Suárez Andrés; P Vischia; J M Vizan Garcia; I J Cabrillo; A Calderon; E Curras; M Fernandez; J Garcia-Ferrero; G Gomez; A Lopez Virto; J Marco; C Martinez Rivero; F Matorras; J Piedra Gomez; T Rodrigo; A Ruiz-Jimeno; L Scodellaro; N Trevisani; I Vila; R Vilar Cortabitarte; D Abbaneo; E Auffray; G Auzinger; P Baillon; A H Ball; D Barney; P Bloch; A Bocci; C Botta; T Camporesi; R Castello; M Cepeda; G Cerminara; Y Chen; A Cimmino; D d'Enterria; A Dabrowski; V Daponte; A David; M De Gruttola; A De Roeck; E Di Marco; M Dobson; B Dorney; T du Pree; D Duggan; M Dünser; N Dupont; A Elliott-Peisert; P Everaerts; S Fartoukh; G Franzoni; J Fulcher; W Funk; D Gigi; K Gill; M Girone; F Glege; D Gulhan; S Gundacker; M Guthoff; P Harris; J Hegeman; V Innocente; P Janot; J Kieseler; H Kirschenmann; V Knünz; A Kornmayer; M J Kortelainen; M Krammer; C Lange; P Lecoq; C Lourenço; M T Lucchini; L Malgeri; M Mannelli; A Martelli; F Meijers; J A Merlin; S Mersi; E Meschi; P Milenovic; F Moortgat; S Morovic; M Mulders; H Neugebauer; S Orfanelli; L Orsini; L Pape; E Perez; M Peruzzi; A Petrilli; G Petrucciani; A Pfeiffer; M Pierini; A Racz; T Reis; G Rolandi; M Rovere; H Sakulin; J B Sauvan; C Schäfer; C Schwick; M Seidel; A Sharma; P Silva; P Sphicas; J Steggemann; M Stoye; Y Takahashi; M Tosi; D Treille; A Triossi; A Tsirou; V Veckalns; G I Veres; M Verweij; N Wardle; H K Wöhri; A Zagozdzinska; W D Zeuner; W Bertl; K Deiters; W Erdmann; R Horisberger; Q Ingram; H C Kaestli; D Kotlinski; U Langenegger; T Rohe; S A Wiederkehr; F Bachmair; L Bäni; L Bianchini; B Casal; G Dissertori; M Dittmar; M Donegà; C Grab; C Heidegger; D Hits; J Hoss; G Kasieczka; W Lustermann; B Mangano; M Marionneau; P Martinez Ruiz Del Arbol; M Masciovecchio; M T Meinhard; D Meister; F Micheli; P Musella; F Nessi-Tedaldi; F Pandolfi; J Pata; F Pauss; G Perrin; L Perrozzi; M Quittnat; M Rossini; M Schönenberger; A Starodumov; V R Tavolaro; K Theofilatos; R Wallny; T K Aarrestad; C Amsler; L Caminada; M F Canelli; A De Cosa; S Donato; C Galloni; A Hinzmann; T Hreus; B Kilminster; J Ngadiuba; D Pinna; G Rauco; P Robmann; D Salerno; C Seitz; Y Yang; A Zucchetta; V Candelise; T H Doan; Sh Jain; R Khurana; M Konyushikhin; C M Kuo; W Lin; A Pozdnyakov; S S Yu; Arun Kumar; P Chang; Y H Chang; Y Chao; K F Chen; P H Chen; F Fiori; W-S Hou; Y Hsiung; Y F Liu; R-S Lu; M Miñano Moya; E Paganis; A Psallidas; J F Tsai; B Asavapibhop; G Singh; N Srimanobhas; N Suwonjandee; A Adiguzel; M N Bakirci; F Boran; S Cerci; S Damarseckin; Z S Demiroglu; C Dozen; I Dumanoglu; S Girgis; G Gokbulut; Y Guler; I Hos; E E Kangal; O Kara; A Kayis Topaksu; U Kiminsu; M Oglakci; G Onengut; K Ozdemir; B Tali; S Turkcapar; I S Zorbakir; C Zorbilmez; B Bilin; S Bilmis; B Isildak; G Karapinar; M Yalvac; M Zeyrek; E Gülmez; M Kaya; O Kaya; E A Yetkin; T Yetkin; A Cakir; K Cankocak; S Sen; B Grynyov; L Levchuk; P Sorokin; R Aggleton; F Ball; L Beck; J J Brooke; D Burns; E Clement; D Cussans; H Flacher; J Goldstein; M Grimes; G P Heath; H F Heath; J Jacob; L Kreczko; C Lucas; D M Newbold; S Paramesvaran; A Poll; T Sakuma; S Seif El Nasr-Storey; D Smith; V J Smith; K W Bell; A Belyaev; C Brew; R M Brown; L Calligaris; D Cieri; D J A Cockerill; J A Coughlan; K Harder; S Harper; E Olaiya; D Petyt; C H Shepherd-Themistocleous; A Thea; I R Tomalin; T Williams; M Baber; R Bainbridge; O Buchmuller; A Bundock; S Casasso; M Citron; D Colling; L Corpe; P Dauncey; G Davies; A De Wit; M Della Negra; R Di Maria; P Dunne; A Elwood; D Futyan; Y Haddad; G Hall; G Iles; T James; R Lane; C Laner; L Lyons; A-M Magnan; S Malik; L Mastrolorenzo; J Nash; A Nikitenko; J Pela; B Penning; M Pesaresi; D M Raymond; A Richards; A Rose; E Scott; C Seez; S Summers; A Tapper; K Uchida; M Vazquez Acosta; T Virdee; J Wright; S C Zenz; J E Cole; P R Hobson; A Khan; P Kyberd; I D Reid; P Symonds; L Teodorescu; M Turner; A Borzou; K Call; J Dittmann; K Hatakeyama; H Liu; N Pastika; R Bartek; A Dominguez; A Buccilli; S I Cooper; C Henderson; P Rumerio; C West; D Arcaro; A Avetisyan; T Bose; D Gastler; D Rankin; C Richardson; J Rohlf; L Sulak; D Zou; G Benelli; D Cutts; A Garabedian; J Hakala; U Heintz; J M Hogan; O Jesus; K H M Kwok; E Laird; G Landsberg; Z Mao; M Narain; S Piperov; S Sagir; E Spencer; R Syarif; R Breedon; D Burns; M Calderon De La Barca Sanchez; S Chauhan; M Chertok; J Conway; R Conway; P T Cox; R Erbacher; C Flores; G Funk; M Gardner; W Ko; R Lander; C Mclean; M Mulhearn; D Pellett; J Pilot; S Shalhout; M Shi; J Smith; M Squires; D Stolp; K Tos; M Tripathi; M Bachtis; C Bravo; R Cousins; A Dasgupta; A Florent; J Hauser; M Ignatenko; N Mccoll; D Saltzberg; C Schnaible; V Valuev; M Weber; E Bouvier; K Burt; R Clare; J Ellison; J W Gary; S M A Ghiasi Shirazi; G Hanson; J Heilman; P Jandir; E Kennedy; F Lacroix; O R Long; M Olmedo Negrete; M I Paneva; A Shrinivas; W Si; H Wei; S Wimpenny; B R Yates; J G Branson; G B Cerati; S Cittolin; M Derdzinski; R Gerosa; A Holzner; D Klein; V Krutelyov; J Letts; I Macneill; D Olivito; S Padhi; M Pieri; M Sani; V Sharma; S Simon; M Tadel; A Vartak; S Wasserbaech; C Welke; J Wood; F Würthwein; A Yagil; G Zevi Della Porta; N Amin; R Bhandari; J Bradmiller-Feld; C Campagnari; A Dishaw; V Dutta; M Franco Sevilla; C George; F Golf; L Gouskos; J Gran; R Heller; J Incandela; S D Mullin; A Ovcharova; H Qu; J Richman; D Stuart; I Suarez; J Yoo; D Anderson; J Bendavid; A Bornheim; J Bunn; J Duarte; J M Lawhorn; A Mott; H B Newman; C Pena; M Spiropulu; J R Vlimant; S Xie; R Y Zhu; M B Andrews; T Ferguson; M Paulini; J Russ; M Sun; H Vogel; I Vorobiev; M Weinberg; J P Cumalat; W T Ford; F Jensen; A Johnson; M Krohn; S Leontsinis; T Mulholland; K Stenson; S R Wagner; J Alexander; J Chaves; J Chu; S Dittmer; K Mcdermott; N Mirman; J R Patterson; A Rinkevicius; A Ryd; L Skinnari; L Soffi; S M Tan; Z Tao; J Thom; J Tucker; P Wittich; M Zientek; D Winn; S Abdullin; M Albrow; G Apollinari; A Apresyan; S Banerjee; L A T Bauerdick; A Beretvas; J Berryhill; P C Bhat; G Bolla; K Burkett; J N Butler; H W K Cheung; F Chlebana; S Cihangir; M Cremonesi; V D Elvira; I Fisk; J Freeman; E Gottschalk; L Gray; D Green; S Grünendahl; O Gutsche; D Hare; R M Harris; S Hasegawa; J Hirschauer; Z Hu; B Jayatilaka; S Jindariani; M Johnson; U Joshi; B Klima; B Kreis; S Lammel; J Linacre; D Lincoln; R Lipton; M Liu; T Liu; R Lopes De Sá; J Lykken; K Maeshima; N Magini; J M Marraffino; S Maruyama; D Mason; P McBride; P Merkel; S Mrenna; S Nahn; V O'Dell; K Pedro; O Prokofyev; G Rakness; L Ristori; E Sexton-Kennedy; A Soha; W J Spalding; L Spiegel; S Stoynev; J Strait; N Strobbe; L Taylor; S Tkaczyk; N V Tran; L Uplegger; E W Vaandering; C Vernieri; M Verzocchi; R Vidal; M Wang; H A Weber; A Whitbeck; Y Wu; D Acosta; P Avery; P Bortignon; D Bourilkov; A Brinkerhoff; A Carnes; M Carver; D Curry; S Das; R D Field; I K Furic; J Konigsberg; A Korytov; J F Low; P Ma; K Matchev; H Mei; G Mitselmakher; D Rank; L Shchutska; D Sperka; L Thomas; J Wang; S Wang; J Yelton; S Linn; P Markowitz; G Martinez; J L Rodriguez; A Ackert; T Adams; A Askew; S Bein; S Hagopian; V Hagopian; K F Johnson; T Kolberg; T Perry; H Prosper; A Santra; R Yohay; M M Baarmand; V Bhopatkar; S Colafranceschi; M Hohlmann; D Noonan; T Roy; F Yumiceva; M R Adams; L Apanasevich; D Berry; R R Betts; R Cavanaugh; X Chen; O Evdokimov; C E Gerber; D A Hangal; D J Hofman; K Jung; J Kamin; I D Sandoval Gonzalez; H Trauger; N Varelas; H Wang; Z Wu; J Zhang; B Bilki; W Clarida; K Dilsiz; S Durgut; R P Gandrajula; M Haytmyradov; V Khristenko; J-P Merlo; H Mermerkaya; A Mestvirishvili; A Moeller; J Nachtman; H Ogul; Y Onel; F Ozok; A Penzo; C Snyder; E Tiras; J Wetzel; K Yi; B Blumenfeld; A Cocoros; N Eminizer; D Fehling; L Feng; A V Gritsan; P Maksimovic; J Roskes; U Sarica; M Swartz; M Xiao; C You; A Al-Bataineh; P Baringer; A Bean; S Boren; J Bowen; J Castle; L Forthomme; S Khalil; A Kropivnitskaya; D Majumder; W Mcbrayer; M Murray; S Sanders; R Stringer; J D Tapia Takaki; Q Wang; A Ivanov; K Kaadze; Y Maravin; A Mohammadi; L K Saini; N Skhirtladze; S Toda; F Rebassoo; D Wright; C Anelli; A Baden; O Baron; A Belloni; B Calvert; S C Eno; C Ferraioli; J A Gomez; N J Hadley; S Jabeen; G Y Jeng; R G Kellogg; J Kunkle; A C Mignerey; F Ricci-Tam; Y H Shin; A Skuja; M B Tonjes; S C Tonwar; D Abercrombie; B Allen; A Apyan; V Azzolini; R Barbieri; A Baty; R Bi; K Bierwagen; S Brandt; W Busza; I A Cali; M D'Alfonso; Z Demiragli; G Gomez Ceballos; M Goncharov; D Hsu; Y Iiyama; G M Innocenti; M Klute; D Kovalskyi; K Krajczar; Y S Lai; Y-J Lee; A Levin; P D Luckey; B Maier; A C Marini; C Mcginn; C Mironov; S Narayanan; X Niu; C Paus; C Roland; G Roland; J Salfeld-Nebgen; G S F Stephans; K Tatar; D Velicanu; J Wang; T W Wang; B Wyslouch; A C Benvenuti; R M Chatterjee; A Evans; P Hansen; S Kalafut; S C Kao; Y Kubota; Z Lesko; J Mans; S Nourbakhsh; N Ruckstuhl; R Rusack; N Tambe; J Turkewitz; J G Acosta; S Oliveros; E Avdeeva; K Bloom; D R Claes; C Fangmeier; R Gonzalez Suarez; R Kamalieddin; I Kravchenko; A Malta Rodrigues; J Monroy; J E Siado; G R Snow; B Stieger; M Alyari; J Dolen; A Godshalk; C Harrington; I Iashvili; J Kaisen; D Nguyen; A Parker; S Rappoccio; B Roozbahani; G Alverson; E Barberis; A Hortiangtham; A Massironi; D M Morse; D Nash; T Orimoto; R Teixeira De Lima; D Trocino; R-J Wang; D Wood; S Bhattacharya; O Charaf; K A Hahn; N Mucia; N Odell; B Pollack; M H Schmitt; K Sung; M Trovato; M Velasco; N Dev; M Hildreth; K Hurtado Anampa; C Jessop; D J Karmgard; N Kellams; K Lannon; N Marinelli; F Meng; C Mueller; Y Musienko; M Planer; A Reinsvold; R Ruchti; N Rupprecht; G Smith; S Taroni; M Wayne; M Wolf; A Woodard; J Alimena; L Antonelli; B Bylsma; L S Durkin; S Flowers; B Francis; A Hart; C Hill; W Ji; B Liu; W Luo; D Puigh; B L Winer; H W Wulsin; S Cooperstein; O Driga; P Elmer; J Hardenbrook; P Hebda; D Lange; J Luo; D Marlow; T Medvedeva; K Mei; I Ojalvo; J Olsen; C Palmer; P Piroué; D Stickland; A Svyatkovskiy; C Tully; S Malik; A Barker; V E Barnes; S Folgueras; L Gutay; M K Jha; M Jones; A W Jung; A Khatiwada; D H Miller; N Neumeister; J F Schulte; X Shi; J Sun; F Wang; W Xie; N Parashar; J Stupak; A Adair; B Akgun; Z Chen; K M Ecklund; F J M Geurts; M Guilbaud; W Li; B Michlin; M Northup; B P Padley; J Roberts; J Rorie; Z Tu; J Zabel; B Betchart; A Bodek; P de Barbaro; R Demina; Y T Duh; T Ferbel; M Galanti; A Garcia-Bellido; J Han; O Hindrichs; A Khukhunaishvili; K H Lo; P Tan; M Verzetti; A Agapitos; J P Chou; Y Gershtein; T A Gómez Espinosa; E Halkiadakis; M Heindl; E Hughes; S Kaplan; R Kunnawalkam Elayavalli; S Kyriacou; A Lath; R Montalvo; K Nash; M Osherson; H Saka; S Salur; S Schnetzer; D Sheffield; S Somalwar; R Stone; S Thomas; P Thomassen; M Walker; A G Delannoy; M Foerster; J Heideman; G Riley; K Rose; S Spanier; K Thapa; O Bouhali; A Celik; M Dalchenko; M De Mattia; A Delgado; S Dildick; R Eusebi; J Gilmore; T Huang; E Juska; T Kamon; R Mueller; Y Pakhotin; R Patel; A Perloff; L Perniè; D Rathjens; A Safonov; A Tatarinov; K A Ulmer; N Akchurin; J Damgov; F De Guio; C Dragoiu; P R Dudero; J Faulkner; E Gurpinar; S Kunori; K Lamichhane; S W Lee; T Libeiro; T Peltola; S Undleeb; I Volobouev; Z Wang; S Greene; A Gurrola; R Janjam; W Johns; C Maguire; A Melo; H Ni; P Sheldon; S Tuo; J Velkovska; Q Xu; M W Arenton; P Barria; B Cox; R Hirosky; A Ledovskoy; H Li; C Neu; T Sinthuprasith; X Sun; Y Wang; E Wolfe; F Xia; C Clarke; R Harr; P E Karchin; J Sturdy; S Zaleski; D A Belknap; J Buchanan; C Caillol; S Dasu; L Dodd; S Duric; B Gomber; M Grothe; M Herndon; A Hervé; U Hussain; P Klabbers; A Lanaro; A Levine; K Long; R Loveless; G A Pierro; G Polese; T Ruggles; A Savin; N Smith; W H Smith; D Taylor; N Woods Journal: Eur Phys J C Part Fields Date: 2017-11-07 Impact factor: 4.590