W L May1, W D Johnson. 1. Department of Preventive Medicine, University of Mississippi Medical Center, Jackson 39216-4505, USA.
Abstract
It is well known that the covariance matrix for the multinomial distribution is singular and, therefore, does not have a unique inverse. If, however, any row and corresponding column are removed, the reduced matrix is nonsingular and the unique inverse has a closed form. We elucidate some of the properties of the multinomial covariance matrix and its reduced forms. We state and prove a theorem that gives insight into the singularity and its removal. Based on these results, we establish that the covariance matrix for the multinomial distribution is positive semidefinite and that the reduced matrix is positive definite. In addition, we show that the determinant of the reduced matrix is invariant to the particular row and column that are removed. Goodness-of-fit statistics, including Pearson's chi-square, and justification of the degrees of freedom follow from the multivariate central limit theorem once the singularity is removed.
It is well known that the covariance matrix for the multinomial distribution is singular and, therefore, does not have a unique inverse. If, however, any row and corresponding column are removed, the reduced matrix is nonsingular and the unique inverse has a closed form. We elucidate some of the properties of the multinomial covariance matrix and its reduced forms. We state and prove a theorem that gives insight into the singularity and its removal. Based on these results, we establish that the covariance matrix for the multinomial distribution is positive semidefinite and that the reduced matrix is positive definite. In addition, we show that the determinant of the reduced matrix is invariant to the particular row and column that are removed. Goodness-of-fit statistics, including Pearson's chi-square, and justification of the degrees of freedom follow from the multivariate central limit theorem once the singularity is removed.
Authors: G Aad; B Abbott; J Abdallah; O Abdinov; R Aben; M Abolins; O S AbouZeid; H Abramowicz; H Abreu; R Abreu; Y Abulaiti; B S Acharya; L Adamczyk; D L Adams; J Adelman; S Adomeit; T Adye; A A Affolder; T Agatonovic-Jovin; J Agricola; J A Aguilar-Saavedra; S P Ahlen; F Ahmadov; G Aielli; H Akerstedt; T P A Åkesson; A V Akimov; G L Alberghi; J Albert; S Albrand; M J Alconada Verzini; M Aleksa; I N Aleksandrov; C Alexa; G Alexander; T Alexopoulos; M Alhroob; G Alimonti; L Alio; J Alison; S P Alkire; B M M Allbrooke; P P Allport; A Aloisio; A Alonso; F Alonso; C Alpigiani; A Altheimer; B Alvarez Gonzalez; D Álvarez Piqueras; M G Alviggi; B T Amadio; K Amako; Y Amaral Coutinho; C Amelung; D Amidei; S P Amor Dos Santos; A Amorim; S Amoroso; N Amram; G Amundsen; C Anastopoulos; L S Ancu; N Andari; T Andeen; C F Anders; G Anders; J K Anders; K J Anderson; A Andreazza; V Andrei; S Angelidakis; I Angelozzi; P Anger; A Angerami; F Anghinolfi; A V Anisenkov; N Anjos; A Annovi; M Antonelli; A Antonov; J Antos; F Anulli; M Aoki; L Aperio Bella; G Arabidze; Y Arai; J P Araque; A T H Arce; F A Arduh; J-F Arguin; S Argyropoulos; M Arik; A J Armbruster; O Arnaez; H Arnold; M Arratia; O Arslan; A Artamonov; G Artoni; S Artz; S Asai; N Asbah; A Ashkenazi; B Åsman; L Asquith; K Assamagan; R Astalos; M Atkinson; N B Atlay; K Augsten; M Aurousseau; G Avolio; B Axen; M K Ayoub; G Azuelos; M A Baak; A E Baas; M J Baca; C Bacci; H Bachacou; K Bachas; M Backes; M Backhaus; P Bagiacchi; P Bagnaia; Y Bai; T Bain; J T Baines; O K Baker; E M Baldin; P Balek; T Balestri; F Balli; W K Balunas; E Banas; Sw Banerjee; A A E Bannoura; L Barak; E L Barberio; D Barberis; M Barbero; T Barillari; M Barisonzi; T Barklow; N Barlow; S L Barnes; B M Barnett; R M Barnett; Z Barnovska; A Baroncelli; G Barone; A J Barr; F Barreiro; J Barreiro Guimarães da Costa; R Bartoldus; A E Barton; P Bartos; A Basalaev; A Bassalat; A Basye; R L Bates; S J Batista; J R Batley; M Battaglia; M Bauce; F Bauer; H S Bawa; J B Beacham; M D Beattie; T Beau; P H Beauchemin; R Beccherle; P Bechtle; H P Beck; K Becker; M Becker; M Beckingham; C Becot; A J Beddall; A Beddall; V A Bednyakov; C P Bee; L J Beemster; T A Beermann; M Begel; J K Behr; C Belanger-Champagne; W H Bell; G Bella; L Bellagamba; A Bellerive; M Bellomo; K Belotskiy; O Beltramello; O Benary; D Benchekroun; M Bender; K Bendtz; N Benekos; Y Benhammou; E Benhar Noccioli; J A Benitez Garcia; D P Benjamin; J R Bensinger; S Bentvelsen; L Beresford; M Beretta; D Berge; E Bergeaas Kuutmann; N Berger; F Berghaus; J Beringer; C Bernard; N R Bernard; C Bernius; F U Bernlochner; T Berry; P Berta; C Bertella; G Bertoli; F Bertolucci; C Bertsche; D Bertsche; M I Besana; G J Besjes; O Bessidskaia Bylund; M Bessner; N Besson; C Betancourt; S Bethke; A J Bevan; W Bhimji; R M Bianchi; L Bianchini; M Bianco; O Biebel; D Biedermann; N V Biesuz; M Biglietti; J Bilbao De Mendizabal; H Bilokon; M Bindi; S Binet; A Bingul; C Bini; S Biondi; D M Bjergaard; C W Black; J E Black; K M Black; D Blackburn; R E Blair; J-B Blanchard; J E Blanco; T Blazek; I Bloch; C Blocker; W Blum; U Blumenschein; S Blunier; G J Bobbink; V S Bobrovnikov; S S Bocchetta; A Bocci; C Bock; M Boehler; J A Bogaerts; D Bogavac; A G Bogdanchikov; C Bohm; V Boisvert; T Bold; V Boldea; A S Boldyrev; M Bomben; M Bona; M Boonekamp; A Borisov; G Borissov; S Borroni; J Bortfeldt; V Bortolotto; K Bos; D Boscherini; M Bosman; J Boudreau; J Bouffard; E V Bouhova-Thacker; D Boumediene; C Bourdarios; N Bousson; S K Boutle; A Boveia; J Boyd; I R Boyko; I Bozic; J Bracinik; A Brandt; G Brandt; O Brandt; U Bratzler; B Brau; J E Brau; H M Braun; W D Breaden Madden; K Brendlinger; A J Brennan; L Brenner; R Brenner; S Bressler; T M Bristow; D Britton; D Britzger; F M Brochu; I Brock; R Brock; J Bronner; G Brooijmans; T Brooks; W K Brooks; J Brosamer; E Brost; P A Bruckman de Renstrom; D Bruncko; R Bruneliere; A Bruni; G Bruni; M Bruschi; N Bruscino; L Bryngemark; T Buanes; Q Buat; P Buchholz; A G Buckley; I A Budagov; F Buehrer; L Bugge; M K Bugge; O Bulekov; D Bullock; H Burckhart; S Burdin; C D Burgard; B Burghgrave; S Burke; I Burmeister; E Busato; D Büscher; V Büscher; P Bussey; J M Butler; A I Butt; C M Buttar; J M Butterworth; P Butti; W Buttinger; A Buzatu; A R Buzykaev; S Cabrera Urbán; D Caforio; V M Cairo; O Cakir; N Calace; P Calafiura; A Calandri; G Calderini; P Calfayan; L P Caloba; D Calvet; S Calvet; R Camacho Toro; S Camarda; P Camarri; D Cameron; R Caminal Armadans; S Campana; M Campanelli; A Campoverde; V Canale; A Canepa; M Cano Bret; J Cantero; R Cantrill; T Cao; M D M Capeans Garrido; I Caprini; M Caprini; M Capua; R Caputo; R M Carbone; R Cardarelli; F Cardillo; T Carli; G Carlino; L Carminati; S Caron; E Carquin; G D Carrillo-Montoya; J R Carter; J Carvalho; D Casadei; M P Casado; M Casolino; D W Casper; E Castaneda-Miranda; A Castelli; V Castillo Gimenez; N F Castro; P Catastini; A Catinaccio; J R Catmore; A Cattai; J Caudron; V Cavaliere; D Cavalli; M Cavalli-Sforza; V Cavasinni; F Ceradini; L Cerda Alberich; B C Cerio; K Cerny; A S Cerqueira; A Cerri; L Cerrito; F Cerutti; M Cerv; A Cervelli; S A Cetin; A Chafaq; D Chakraborty; I Chalupkova; Y L Chan; P Chang; J D Chapman; D G Charlton; C C Chau; C A Chavez Barajas; S Cheatham; A Chegwidden; S Chekanov; S V Chekulaev; G A Chelkov; M A Chelstowska; C Chen; H Chen; K Chen; L Chen; S Chen; S Chen; X Chen; Y Chen; H C Cheng; Y Cheng; A Cheplakov; E Cheremushkina; R Cherkaoui El Moursli; V Chernyatin; E Cheu; L Chevalier; V Chiarella; G Chiarelli; G Chiodini; A S Chisholm; R T Chislett; A Chitan; M V Chizhov; K Choi; S Chouridou; B K B Chow; V Christodoulou; D Chromek-Burckhart; J Chudoba; A J Chuinard; J J Chwastowski; L Chytka; G Ciapetti; A K Ciftci; D Cinca; V Cindro; I A Cioara; A Ciocio; F Cirotto; Z H Citron; M Ciubancan; A Clark; B L Clark; P J Clark; R N Clarke; C Clement; Y Coadou; M Cobal; A Coccaro; J Cochran; L Coffey; J G Cogan; L Colasurdo; B Cole; S Cole; A P Colijn; J Collot; T Colombo; G Compostella; P Conde Muiño; E Coniavitis; S H Connell; I A Connelly; V Consorti; S Constantinescu; C Conta; G Conti; F Conventi; M Cooke; B D Cooper; A M Cooper-Sarkar; T Cornelissen; M Corradi; F Corriveau; A Corso-Radu; A Cortes-Gonzalez; G Cortiana; G Costa; M J Costa; D Costanzo; D Côté; G Cottin; G Cowan; B E Cox; K Cranmer; G Cree; S Crépé-Renaudin; F Crescioli; W A Cribbs; M Crispin Ortuzar; M Cristinziani; V Croft; G Crosetti; T Cuhadar Donszelmann; J Cummings; M Curatolo; J Cúth; C Cuthbert; H Czirr; P Czodrowski; S D'Auria; M D'Onofrio; M J Da Cunha Sargedas De Sousa; C Da Via; W Dabrowski; A Dafinca; T Dai; O Dale; F Dallaire; C Dallapiccola; M Dam; J R Dandoy; N P Dang; A C Daniells; M Danninger; M Dano Hoffmann; V Dao; G Darbo; S Darmora; J Dassoulas; A Dattagupta; W Davey; C David; T Davidek; E Davies; M Davies; P Davison; Y Davygora; E Dawe; I Dawson; R K Daya-Ishmukhametova; K De; R de Asmundis; A De Benedetti; S De Castro; S De Cecco; N De Groot; P de Jong; H De la Torre; F De Lorenzi; D De Pedis; A De Salvo; U De Sanctis; A De Santo; J B De Vivie De Regie; W J Dearnaley; R Debbe; C Debenedetti; D V Dedovich; I Deigaard; J Del Peso; T Del Prete; D Delgove; F Deliot; C M Delitzsch; M Deliyergiyev; A Dell'Acqua; L Dell'Asta; M Dell'Orso; M Della Pietra; D Della Volpe; M Delmastro; P A Delsart; C Deluca; D A DeMarco; S Demers; M Demichev; A Demilly; S P Denisov; D Derendarz; J E Derkaoui; F Derue; P Dervan; K Desch; C Deterre; K Dette; P O Deviveiros; A Dewhurst; S Dhaliwal; A Di Ciaccio; L Di Ciaccio; A Di Domenico; C Di Donato; A Di Girolamo; B Di Girolamo; A Di Mattia; B Di Micco; R Di Nardo; A Di Simone; R Di Sipio; D Di Valentino; C Diaconu; M Diamond; F A Dias; M A Diaz; E B Diehl; J Dietrich; S Diglio; A Dimitrievska; J Dingfelder; P Dita; S Dita; F Dittus; F Djama; T Djobava; J I Djuvsland; M A B do Vale; D Dobos; M Dobre; C Doglioni; T Dohmae; J Dolejsi; Z Dolezal; B A Dolgoshein; M Donadelli; S Donati; P Dondero; J Donini; J Dopke; A Doria; M T Dova; A T Doyle; E Drechsler; M Dris; Y Du; E Dubreuil; E Duchovni; G Duckeck; O A Ducu; D Duda; A Dudarev; L Duflot; L Duguid; M Dührssen; M Dunford; H Duran Yildiz; M Düren; A Durglishvili; D Duschinger; B Dutta; M Dyndal; C Eckardt; K M Ecker; R C Edgar; W Edson; N C Edwards; W Ehrenfeld; T Eifert; G Eigen; K Einsweiler; T Ekelof; M El Kacimi; M Ellert; S Elles; F Ellinghaus; A A Elliot; N Ellis; J Elmsheuser; M Elsing; D Emeliyanov; Y Enari; O C Endner; M Endo; J Erdmann; A Ereditato; G Ernis; J Ernst; M Ernst; S Errede; E Ertel; M Escalier; H Esch; C Escobar; B Esposito; A I Etienvre; E Etzion; H Evans; A Ezhilov; L Fabbri; G Facini; R M Fakhrutdinov; S Falciano; R J Falla; J Faltova; Y Fang; M Fanti; A Farbin; A Farilla; T Farooque; S Farrell; S M Farrington; P Farthouat; F Fassi; P Fassnacht; D Fassouliotis; M Faucci Giannelli; A Favareto; L Fayard; O L Fedin; W Fedorko; S Feigl; L Feligioni; C Feng; E J Feng; H Feng; A B Fenyuk; L Feremenga; P Fernandez Martinez; S Fernandez Perez; J Ferrando; A Ferrari; P Ferrari; R Ferrari; D E Ferreira de Lima; A Ferrer; D Ferrere; C Ferretti; A Ferretto Parodi; M Fiascaris; F Fiedler; A Filipčič; M Filipuzzi; F Filthaut; M Fincke-Keeler; K D Finelli; M C N Fiolhais; L Fiorini; A Firan; A Fischer; C Fischer; J Fischer; W C Fisher; N Flaschel; I Fleck; P Fleischmann; G T Fletcher; G Fletcher; R R M Fletcher; T Flick; A Floderus; L R Flores Castillo; M J Flowerdew; A Formica; A Forti; D Fournier; H Fox; S Fracchia; P Francavilla; M Franchini; D Francis; L Franconi; M Franklin; M Frate; M Fraternali; D Freeborn; S T French; S M Fressard-Batraneanu; F Friedrich; D Froidevaux; J A Frost; C Fukunaga; E Fullana Torregrosa; B G Fulsom; T Fusayasu; J Fuster; C Gabaldon; O Gabizon; A Gabrielli; A Gabrielli; G P Gach; S Gadatsch; S Gadomski; G Gagliardi; P Gagnon; C Galea; B Galhardo; E J Gallas; B J Gallop; P Gallus; G Galster; K K Gan; J Gao; Y Gao; Y S Gao; F M Garay Walls; F Garberson; C García; J E García Navarro; M Garcia-Sciveres; R W Gardner; N Garelli; V Garonne; C Gatti; A Gaudiello; G Gaudio; B Gaur; L Gauthier; P Gauzzi; I L Gavrilenko; C Gay; G Gaycken; E N Gazis; P Ge; Z Gecse; C N P Gee; Ch Geich-Gimbel; M P Geisler; C Gemme; M H Genest; C Geng; S Gentile; M George; S George; D Gerbaudo; A Gershon; S Ghasemi; H Ghazlane; B Giacobbe; S Giagu; V Giangiobbe; P Giannetti; B Gibbard; S M Gibson; M Gignac; M Gilchriese; T P S Gillam; D Gillberg; G Gilles; D M Gingrich; N Giokaris; M P Giordani; F M Giorgi; F M Giorgi; P F Giraud; P Giromini; D Giugni; C Giuliani; M Giulini; B K Gjelsten; S Gkaitatzis; I Gkialas; E L Gkougkousis; L K Gladilin; C Glasman; J Glatzer; P C F Glaysher; A Glazov; M Goblirsch-Kolb; J R Goddard; J Godlewski; S Goldfarb; T Golling; D Golubkov; A Gomes; R Gonçalo; J Goncalves Pinto Firmino Da Costa; L Gonella; S González de la Hoz; G Gonzalez Parra; S Gonzalez-Sevilla; L Goossens; P A Gorbounov; H A Gordon; I Gorelov; B Gorini; E Gorini; A Gorišek; E Gornicki; A T Goshaw; C Gössling; M I Gostkin; D Goujdami; A G Goussiou; N Govender; E Gozani; H M X Grabas; L Graber; I Grabowska-Bold; P O J Gradin; P Grafström; J Gramling; E Gramstad; S Grancagnolo; V Gratchev; H M Gray; E Graziani; Z D Greenwood; C Grefe; K Gregersen; I M Gregor; P Grenier; J Griffiths; A A Grillo; K Grimm; S Grinstein; Ph Gris; J-F Grivaz; S Groh; J P Grohs; A Grohsjean; E Gross; J Grosse-Knetter; G C Grossi; Z J Grout; L Guan; J Guenther; F Guescini; D Guest; O Gueta; E Guido; T Guillemin; S Guindon; U Gul; C Gumpert; J Guo; Y Guo; S Gupta; G Gustavino; P Gutierrez; N G Gutierrez Ortiz; C Gutschow; C Guyot; C Gwenlan; C B Gwilliam; A Haas; C Haber; H K Hadavand; N Haddad; P Haefner; S Hageböck; Z Hajduk; H Hakobyan; M Haleem; J Haley; D Hall; G Halladjian; G D Hallewell; K Hamacher; P Hamal; K Hamano; A Hamilton; G N Hamity; P G Hamnett; L Han; K Hanagaki; K Hanawa; M Hance; B Haney; P Hanke; R Hanna; J B Hansen; J D Hansen; M C Hansen; P H Hansen; K Hara; A S Hard; T Harenberg; F Hariri; S Harkusha; R D Harrington; P F Harrison; F Hartjes; M Hasegawa; Y Hasegawa; A Hasib; S Hassani; S Haug; R Hauser; L Hauswald; M Havranek; C M Hawkes; R J Hawkings; A D Hawkins; T Hayashi; D Hayden; C P Hays; J M Hays; H S Hayward; S J Haywood; S J Head; T Heck; V Hedberg; L Heelan; S Heim; T Heim; B Heinemann; L Heinrich; J Hejbal; L Helary; S Hellman; C Helsens; J Henderson; R C W Henderson; Y Heng; C Hengler; S Henkelmann; A Henrichs; A M Henriques Correia; S Henrot-Versille; G H Herbert; Y Hernández Jiménez; G Herten; R Hertenberger; L Hervas; G G Hesketh; N P Hessey; J W Hetherly; R Hickling; E Higón-Rodriguez; E Hill; J C Hill; K H Hiller; S J Hillier; I Hinchliffe; E Hines; R R Hinman; M Hirose; D Hirschbuehl; J Hobbs; N Hod; M C Hodgkinson; P Hodgson; A Hoecker; M R Hoeferkamp; F Hoenig; M Hohlfeld; D Hohn; T R Holmes; M Homann; T M Hong; W H Hopkins; Y Horii; A J Horton; J-Y Hostachy; S Hou; A Hoummada; J Howard; J Howarth; M Hrabovsky; I Hristova; J Hrivnac; T Hryn'ova; A Hrynevich; C Hsu; P J Hsu; S-C Hsu; D Hu; Q Hu; X Hu; Y Huang; Z Hubacek; F Hubaut; F Huegging; T B Huffman; E W Hughes; G Hughes; M Huhtinen; T A Hülsing; N Huseynov; J Huston; J Huth; G Iacobucci; G Iakovidis; I Ibragimov; L Iconomidou-Fayard; E Ideal; Z Idrissi; P Iengo; O Igonkina; T Iizawa; Y Ikegami; K Ikematsu; M Ikeno; Y Ilchenko; D Iliadis; N Ilic; T Ince; G Introzzi; P Ioannou; M Iodice; K Iordanidou; V Ippolito; A Irles Quiles; C Isaksson; M Ishino; M Ishitsuka; R Ishmukhametov; C Issever; S Istin; J M Iturbe Ponce; R Iuppa; J Ivarsson; W Iwanski; H Iwasaki; J M Izen; V Izzo; S Jabbar; B Jackson; M Jackson; P Jackson; M R Jaekel; V Jain; K B Jakobi; K Jakobs; S Jakobsen; T Jakoubek; J Jakubek; D O Jamin; D K Jana; E Jansen; R Jansky; J Janssen; M Janus; G Jarlskog; N Javadov; T Javůrek; L Jeanty; J Jejelava; G-Y Jeng; D Jennens; P Jenni; J Jentzsch; C Jeske; S Jézéquel; H Ji; J Jia; Y Jiang; S Jiggins; J Jimenez Pena; S Jin; A Jinaru; O Jinnouchi; M D Joergensen; P Johansson; K A Johns; W J Johnson; K Jon-And; G Jones; R W L Jones; T J Jones; J Jongmanns; P M Jorge; K D Joshi; J Jovicevic; X Ju; A Juste Rozas; M Kaci; A Kaczmarska; M Kado; H Kagan; M Kagan; S J Kahn; E Kajomovitz; C W Kalderon; A Kaluza; S Kama; A Kamenshchikov; N Kanaya; S Kaneti; V A Kantserov; J Kanzaki; B Kaplan; L S Kaplan; A Kapliy; D Kar; K Karakostas; A Karamaoun; N Karastathis; M J Kareem; E Karentzos; M Karnevskiy; S N Karpov; Z M Karpova; K Karthik; V Kartvelishvili; A N Karyukhin; K Kasahara; L Kashif; R D Kass; A Kastanas; Y Kataoka; C Kato; A Katre; J Katzy; K Kawade; K Kawagoe; T Kawamoto; G Kawamura; S Kazama; V F Kazanin; R Keeler; R Kehoe; J S Keller; J J Kempster; H Keoshkerian; O Kepka; B P Kerševan; S Kersten; R A Keyes; F Khalil-Zada; H Khandanyan; A Khanov; A G Kharlamov; T J Khoo; V Khovanskiy; E Khramov; J Khubua; S Kido; H Y Kim; S H Kim; Y K Kim; N Kimura; O M Kind; B T King; M King; S B King; J Kirk; A E Kiryunin; T Kishimoto; D Kisielewska; F Kiss; K Kiuchi; O Kivernyk; E Kladiva; M H Klein; M Klein; U Klein; K Kleinknecht; P Klimek; A Klimentov; R Klingenberg; J A Klinger; T Klioutchnikova; E-E Kluge; P Kluit; S Kluth; J Knapik; E Kneringer; E B F G Knoops; A Knue; A Kobayashi; D Kobayashi; T Kobayashi; M Kobel; M Kocian; P Kodys; T Koffas; E Koffeman; L A Kogan; S Kohlmann; Z Kohout; T Kohriki; T Koi; H Kolanoski; M Kolb; I Koletsou; A A Komar; Y Komori; T Kondo; N Kondrashova; K Köneke; A C König; T Kono; R Konoplich; N Konstantinidis; R Kopeliansky; S Koperny; L Köpke; A K Kopp; K Korcyl; K Kordas; A Korn; A A Korol; I Korolkov; E V Korolkova; O Kortner; S Kortner; T Kosek; V V Kostyukhin; V M Kotov; A Kotwal; A Kourkoumeli-Charalampidi; C Kourkoumelis; V Kouskoura; A Koutsman; R Kowalewski; T Z Kowalski; W Kozanecki; A S Kozhin; V A Kramarenko; G Kramberger; D Krasnopevtsev; M W Krasny; A Krasznahorkay; J K Kraus; A Kravchenko; S Kreiss; M Kretz; J Kretzschmar; K Kreutzfeldt; P Krieger; K Krizka; K Kroeninger; H Kroha; J Kroll; J Kroseberg; J Krstic; U Kruchonak; H Krüger; N Krumnack; A Kruse; M C Kruse; M Kruskal; T Kubota; H Kucuk; S Kuday; S Kuehn; A Kugel; F Kuger; A Kuhl; T Kuhl; V Kukhtin; R Kukla; Y Kulchitsky; S Kuleshov; M Kuna; T Kunigo; A Kupco; H Kurashige; Y A Kurochkin; V Kus; E S Kuwertz; M Kuze; J Kvita; T Kwan; D Kyriazopoulos; A La Rosa; J L La Rosa Navarro; L La Rotonda; C Lacasta; F Lacava; J Lacey; H Lacker; D Lacour; V R Lacuesta; E Ladygin; R Lafaye; B Laforge; T Lagouri; S Lai; L Lambourne; S Lammers; C L Lampen; W Lampl; E Lançon; U Landgraf; M P J Landon; V S Lang; J C Lange; A J Lankford; F Lanni; K Lantzsch; A Lanza; S Laplace; C Lapoire; J F Laporte; T Lari; F Lasagni Manghi; M Lassnig; P Laurelli; W Lavrijsen; A T Law; P Laycock; T Lazovich; O Le Dortz; E Le Guirriec; E Le Menedeu; M LeBlanc; T LeCompte; F Ledroit-Guillon; C A Lee; S C Lee; L Lee; G Lefebvre; M Lefebvre; F Legger; C Leggett; A Lehan; G Lehmann Miotto; X Lei; W A Leight; A Leisos; A G Leister; M A L Leite; R Leitner; D Lellouch; B Lemmer; K J C Leney; T Lenz; B Lenzi; R Leone; S Leone; C Leonidopoulos; S Leontsinis; C Leroy; C G Lester; M Levchenko; J Levêque; D Levin; L J Levinson; M Levy; A Lewis; A M Leyko; M Leyton; B Li; H Li; H L Li; L Li; L Li; S Li; X Li; Y Li; Z Liang; H Liao; B Liberti; A Liblong; P Lichard; K Lie; J Liebal; W Liebig; C Limbach; A Limosani; S C Lin; T H Lin; F Linde; B E Lindquist; J T Linnemann; E Lipeles; A Lipniacka; M Lisovyi; T M Liss; D Lissauer; A Lister; A M Litke; B Liu; D Liu; H Liu; J Liu; J B Liu; K Liu; L Liu; M Liu; M Liu; Y Liu; M Livan; A Lleres; J Llorente Merino; S L Lloyd; F Lo Sterzo; E Lobodzinska; P Loch; W S Lockman; F K Loebinger; A E Loevschall-Jensen; K M Loew; A Loginov; T Lohse; K Lohwasser; M Lokajicek; B A Long; J D Long; R E Long; K A Looper; L Lopes; D Lopez Mateos; B Lopez Paredes; I Lopez Paz; J Lorenz; N Lorenzo Martinez; M Losada; P J Lösel; X Lou; A Lounis; J Love; P A Love; H Lu; N Lu; H J Lubatti; C Luci; A Lucotte; C Luedtke; F Luehring; W Lukas; L Luminari; O Lundberg; B Lund-Jensen; D Lynn; R Lysak; E Lytken; H Ma; L L Ma; G Maccarrone; A Macchiolo; C M Macdonald; B Maček; J Machado Miguens; D Macina; D Madaffari; R Madar; H J Maddocks; W F Mader; A Madsen; J Maeda; S Maeland; T Maeno; A Maevskiy; E Magradze; K Mahboubi; J Mahlstedt; C Maiani; C Maidantchik; A A Maier; T Maier; A Maio; S Majewski; Y Makida; N Makovec; B Malaescu; Pa Malecki; V P Maleev; F Malek; U Mallik; D Malon; C Malone; S Maltezos; V M Malyshev; S Malyukov; J Mamuzic; G Mancini; B Mandelli; L Mandelli; I Mandić; R Mandrysch; J Maneira; L Manhaes de Andrade Filho; J Manjarres Ramos; A Mann; A Manousakis-Katsikakis; B Mansoulie; R Mantifel; M Mantoani; L Mapelli; L March; G Marchiori; M Marcisovsky; C P Marino; M Marjanovic; D E Marley; F Marroquim; S P Marsden; Z Marshall; L F Marti; S Marti-Garcia; B Martin; T A Martin; V J Martin; B Martin Dit Latour; M Martinez; S Martin-Haugh; V S Martoiu; A C Martyniuk; M Marx; F Marzano; A Marzin; L Masetti; T Mashimo; R Mashinistov; J Masik; A L Maslennikov; I Massa; L Massa; P Mastrandrea; A Mastroberardino; T Masubuchi; P Mättig; J Mattmann; J Maurer; S J Maxfield; D A Maximov; R Mazini; S M Mazza; G Mc Goldrick; S P Mc Kee; A McCarn; R L McCarthy; T G McCarthy; N A McCubbin; K W McFarlane; J A Mcfayden; G Mchedlidze; S J McMahon; R A McPherson; M Medinnis; S Meehan; S Mehlhase; A Mehta; K Meier; C Meineck; B Meirose; B R Mellado Garcia; F Meloni; A Mengarelli; S Menke; E Meoni; K M Mercurio; S Mergelmeyer; P Mermod; L Merola; C Meroni; F S Merritt; A Messina; J Metcalfe; A S Mete; C Meyer; C Meyer; J-P Meyer; J Meyer; H Meyer Zu Theenhausen; R P Middleton; S Miglioranzi; L Mijović; G Mikenberg; M Mikestikova; M Mikuž; M Milesi; A Milic; D W Miller; C Mills; A Milov; D A Milstead; A A Minaenko; Y Minami; I A Minashvili; A I Mincer; B Mindur; M Mineev; Y Ming; L M Mir; K P Mistry; T Mitani; J Mitrevski; V A Mitsou; A Miucci; P S Miyagawa; J U Mjörnmark; T Moa; K Mochizuki; S Mohapatra; W Mohr; S Molander; R Moles-Valls; R Monden; M C Mondragon; K Mönig; C Monini; J Monk; E Monnier; A Montalbano; J Montejo Berlingen; F Monticelli; S Monzani; R W Moore; N Morange; D Moreno; M Moreno Llácer; P Morettini; D Mori; T Mori; M Morii; M Morinaga; V Morisbak; S Moritz; A K Morley; G Mornacchi; J D Morris; S S Mortensen; A Morton; L Morvaj; M Mosidze; J Moss; K Motohashi; R Mount; E Mountricha; S V Mouraviev; E J W Moyse; S Muanza; R D Mudd; F Mueller; J Mueller; R S P Mueller; T Mueller; D Muenstermann; P Mullen; G A Mullier; F J Munoz Sanchez; J A Murillo Quijada; W J Murray; H Musheghyan; E Musto; A G Myagkov; M Myska; B P Nachman; O Nackenhorst; J Nadal; K Nagai; R Nagai; Y Nagai; K Nagano; A Nagarkar; Y Nagasaka; K Nagata; M Nagel; E Nagy; A M Nairz; Y Nakahama; K Nakamura; T Nakamura; I Nakano; H Namasivayam; R F Naranjo Garcia; R Narayan; D I Narrias Villar; T Naumann; G Navarro; R Nayyar; H A Neal; P Yu Nechaeva; T J Neep; P D Nef; A Negri; M Negrini; S Nektarijevic; C Nellist; A Nelson; S Nemecek; P Nemethy; A A Nepomuceno; M Nessi; M S Neubauer; M Neumann; R M Neves; P Nevski; P R Newman; D H Nguyen; R B Nickerson; R Nicolaidou; B Nicquevert; J Nielsen; N Nikiforou; A Nikiforov; V Nikolaenko; I Nikolic-Audit; K Nikolopoulos; J K Nilsen; P Nilsson; Y Ninomiya; A Nisati; R Nisius; T Nobe; M Nomachi; I Nomidis; T Nooney; S Norberg; M Nordberg; O Novgorodova; S Nowak; M Nozaki; L Nozka; K Ntekas; G Nunes Hanninger; T Nunnemann; E Nurse; F Nuti; F O'grady; D C O'Neil; V O'Shea; F G Oakham; H Oberlack; T Obermann; J Ocariz; A Ochi; I Ochoa; J P Ochoa-Ricoux; S Oda; S Odaka; H Ogren; A Oh; S H Oh; C C Ohm; H Ohman; H Oide; W Okamura; H Okawa; Y Okumura; T Okuyama; A Olariu; S A Olivares Pino; D Oliveira Damazio; A Olszewski; J Olszowska; A Onofre; K Onogi; P U E Onyisi; C J Oram; M J Oreglia; Y Oren; D Orestano; N Orlando; C Oropeza Barrera; R S Orr; B Osculati; R Ospanov; G Otero Y Garzon; H Otono; M Ouchrif; F Ould-Saada; A Ouraou; K P Oussoren; Q Ouyang; A Ovcharova; M Owen; R E Owen; V E Ozcan; N Ozturk; K Pachal; A Pacheco Pages; C Padilla Aranda; M Pagáčová; S Pagan Griso; E Paganis; F Paige; P Pais; K Pajchel; G Palacino; S Palestini; M Palka; D Pallin; A Palma; Y B Pan; E St Panagiotopoulou; C E Pandini; J G Panduro Vazquez; P Pani; S Panitkin; D Pantea; L Paolozzi; Th D Papadopoulou; K Papageorgiou; A Paramonov; D Paredes Hernandez; M A Parker; K A Parker; F Parodi; J A Parsons; U Parzefall; E Pasqualucci; S Passaggio; F Pastore; Fr Pastore; G Pásztor; S Pataraia; N D Patel; J R Pater; T Pauly; J Pearce; B Pearson; L E Pedersen; M Pedersen; S Pedraza Lopez; R Pedro; S V Peleganchuk; D Pelikan; O Penc; C Peng; H Peng; B Penning; J Penwell; D V Perepelitsa; E Perez Codina; M T Pérez García-Estañ; L Perini; H Pernegger; S Perrella; R Peschke; V D Peshekhonov; K Peters; R F Y Peters; B A Petersen; T C Petersen; E Petit; A Petridis; C Petridou; P Petroff; E Petrolo; F Petrucci; N E Pettersson; R Pezoa; P W Phillips; G Piacquadio; E Pianori; A Picazio; E Piccaro; M Piccinini; M A Pickering; R Piegaia; D T Pignotti; J E Pilcher; A D Pilkington; A W J Pin; J Pina; M Pinamonti; J L Pinfold; A Pingel; S Pires; H Pirumov; M Pitt; C Pizio; L Plazak; M-A Pleier; V Pleskot; E Plotnikova; P Plucinski; D Pluth; R Poettgen; L Poggioli; D Pohl; G Polesello; A Poley; A Policicchio; R Polifka; A Polini; C S Pollard; V Polychronakos; K Pommès; L Pontecorvo; B G Pope; G A Popeneciu; D S Popovic; A Poppleton; S Pospisil; K Potamianos; I N Potrap; C J Potter; C T Potter; G Poulard; J Poveda; V Pozdnyakov; M E Pozo Astigarraga; P Pralavorio; A Pranko; S Prasad; S Prell; D Price; L E Price; M Primavera; S Prince; M Proissl; K Prokofiev; F Prokoshin; E Protopapadaki; S Protopopescu; J Proudfoot; M Przybycien; E Ptacek; D Puddu; E Pueschel; D Puldon; M Purohit; P Puzo; J Qian; G Qin; Y Qin; A Quadt; D R Quarrie; W B Quayle; M Queitsch-Maitland; D Quilty; S Raddum; V Radeka; V Radescu; S K Radhakrishnan; P Radloff; P Rados; F Ragusa; G Rahal; S Rajagopalan; M Rammensee; C Rangel-Smith; F Rauscher; S Rave; T Ravenscroft; M Raymond; A L Read; N P Readioff; D M Rebuzzi; A Redelbach; G Redlinger; R Reece; K Reeves; L Rehnisch; J Reichert; H Reisin; C Rembser; H Ren; A Renaud; M Rescigno; S Resconi; O L Rezanova; P Reznicek; R Rezvani; R Richter; S Richter; E Richter-Was; O Ricken; M Ridel; P Rieck; C J Riegel; J Rieger; O Rifki; M Rijssenbeek; A Rimoldi; L Rinaldi; B Ristić; E Ritsch; I Riu; F Rizatdinova; E Rizvi; S H Robertson; A Robichaud-Veronneau; D Robinson; J E M Robinson; A Robson; C Roda; S Roe; O Røhne; A Romaniouk; M Romano; S M Romano Saez; E Romero Adam; N Rompotis; M Ronzani; L Roos; E Ros; S Rosati; K Rosbach; P Rose; O Rosenthal; V Rossetti; E Rossi; L P Rossi; J H N Rosten; R Rosten; M Rotaru; I Roth; J Rothberg; D Rousseau; C R Royon; A Rozanov; Y Rozen; X Ruan; F Rubbo; I Rubinskiy; V I Rud; C Rudolph; M S Rudolph; F Rühr; A Ruiz-Martinez; Z Rurikova; N A Rusakovich; A Ruschke; H L Russell; J P Rutherfoord; N Ruthmann; Y F Ryabov; M Rybar; G Rybkin; N C Ryder; A Ryzhov; A F Saavedra; G Sabato; S Sacerdoti; A Saddique; H F-W Sadrozinski; R Sadykov; F Safai Tehrani; P Saha; M Sahinsoy; M Saimpert; T Saito; H Sakamoto; Y Sakurai; G Salamanna; A Salamon; J E Salazar Loyola; M Saleem; D Salek; P H Sales De Bruin; D Salihagic; A Salnikov; J Salt; D Salvatore; F Salvatore; A Salvucci; A Salzburger; D Sammel; D Sampsonidis; A Sanchez; J Sánchez; V Sanchez Martinez; H Sandaker; R L Sandbach; H G Sander; M P Sanders; M Sandhoff; C Sandoval; R Sandstroem; D P C Sankey; M Sannino; A Sansoni; C Santoni; R Santonico; H Santos; I Santoyo Castillo; K Sapp; A Sapronov; J G Saraiva; B Sarrazin; O Sasaki; Y Sasaki; K Sato; G Sauvage; E Sauvan; G Savage; P Savard; C Sawyer; L Sawyer; J Saxon; C Sbarra; A Sbrizzi; T Scanlon; D A Scannicchio; M Scarcella; V Scarfone; J Schaarschmidt; P Schacht; D Schaefer; R Schaefer; J Schaeffer; S Schaepe; S Schaetzel; U Schäfer; A C Schaffer; D Schaile; R D Schamberger; V Scharf; V A Schegelsky; D Scheirich; M Schernau; C Schiavi; C Schillo; M Schioppa; S Schlenker; K Schmieden; C Schmitt; S Schmitt; S Schmitt; S Schmitz; B Schneider; Y J Schnellbach; U Schnoor; L Schoeffel; A Schoening; B D Schoenrock; E Schopf; A L S Schorlemmer; M Schott; D Schouten; J Schovancova; S Schramm; M Schreyer; N Schuh; M J Schultens; H-C Schultz-Coulon; H Schulz; M Schumacher; B A Schumm; Ph Schune; C Schwanenberger; A Schwartzman; T A Schwarz; Ph Schwegler; H Schweiger; Ph Schwemling; R Schwienhorst; J Schwindling; T Schwindt; E Scifo; G Sciolla; F Scuri; F Scutti; J Searcy; G Sedov; E Sedykh; P Seema; S C Seidel; A Seiden; F Seifert; J M Seixas; G Sekhniaidze; K Sekhon; S J Sekula; D M Seliverstov; N Semprini-Cesari; C Serfon; L Serin; L Serkin; T Serre; M Sessa; R Seuster; H Severini; T Sfiligoj; F Sforza; A Sfyrla; E Shabalina; M Shamim; L Y Shan; R Shang; J T Shank; M Shapiro; P B Shatalov; K Shaw; S M Shaw; A Shcherbakova; C Y Shehu; P Sherwood; L Shi; S Shimizu; C O Shimmin; M Shimojima; M Shiyakova; A Shmeleva; D Shoaleh Saadi; M J Shochet; S Shojaii; S Shrestha; E Shulga; M A Shupe; P Sicho; P E Sidebo; O Sidiropoulou; D Sidorov; A Sidoti; F Siegert; Dj Sijacki; J Silva; Y Silver; S B Silverstein; V Simak; O Simard; Lj Simic; S Simion; E Simioni; B Simmons; D Simon; M Simon; P Sinervo; N B Sinev; M Sioli; G Siragusa; A N Sisakyan; S Yu Sivoklokov; J Sjölin; T B Sjursen; M B Skinner; H P Skottowe; P Skubic; M Slater; T Slavicek; M Slawinska; K Sliwa; V Smakhtin; B H Smart; L Smestad; S Yu Smirnov; Y Smirnov; L N Smirnova; O Smirnova; M N K Smith; R W Smith; M Smizanska; K Smolek; A A Snesarev; G Snidero; S Snyder; R Sobie; F Socher; A Soffer; D A Soh; G Sokhrannyi; C A Solans; M Solar; J Solc; E Yu Soldatov; U Soldevila; A A Solodkov; A Soloshenko; O V Solovyanov; V Solovyev; P Sommer; H Y Song; N Soni; A Sood; A Sopczak; B Sopko; V Sopko; V Sorin; D Sosa; M Sosebee; C L Sotiropoulou; R Soualah; A M Soukharev; D South; B C Sowden; S Spagnolo; M Spalla; M Spangenberg; F Spanò; W R Spearman; D Sperlich; F Spettel; R Spighi; G Spigo; L A Spiller; M Spousta; R D St Denis; A Stabile; S Staerz; J Stahlman; R Stamen; S Stamm; E Stanecka; C Stanescu; M Stanescu-Bellu; M M Stanitzki; S Stapnes; E A Starchenko; J Stark; P Staroba; P Starovoitov; R Staszewski; P Steinberg; B Stelzer; H J Stelzer; O Stelzer-Chilton; H Stenzel; G A Stewart; J A Stillings; M C Stockton; M Stoebe; G Stoicea; P Stolte; S Stonjek; A R Stradling; A Straessner; M E Stramaglia; J Strandberg; S Strandberg; A Strandlie; E Strauss; M Strauss; P Strizenec; R Ströhmer; D M Strom; R Stroynowski; A Strubig; S A Stucci; B Stugu; N A Styles; D Su; J Su; R Subramaniam; A Succurro; S Suchek; Y Sugaya; M Suk; V V Sulin; S Sultansoy; T Sumida; S Sun; X Sun; J E Sundermann; K Suruliz; G Susinno; M R Sutton; S Suzuki; M Svatos; M Swiatlowski; I Sykora; T Sykora; D Ta; C Taccini; K Tackmann; J Taenzer; A Taffard; R Tafirout; N Taiblum; H Takai; R Takashima; H Takeda; T Takeshita; Y Takubo; M Talby; A A Talyshev; J Y C Tam; K G Tan; J Tanaka; R Tanaka; S Tanaka; B B Tannenwald; S Tapia Araya; S Tapprogge; S Tarem; F Tarrade; G F Tartarelli; P Tas; M Tasevsky; T Tashiro; E Tassi; A Tavares Delgado; Y Tayalati; A C Taylor; F E Taylor; G N Taylor; P T E Taylor; W Taylor; F A Teischinger; M Teixeira Dias Castanheira; P Teixeira-Dias; K K Temming; D Temple; H Ten Kate; P K Teng; J J Teoh; F Tepel; S Terada; K Terashi; J Terron; S Terzo; M Testa; R J Teuscher; T Theveneaux-Pelzer; J P Thomas; J Thomas-Wilsker; E N Thompson; P D Thompson; R J Thompson; A S Thompson; L A Thomsen; E Thomson; M Thomson; R P Thun; M J Tibbetts; R E Ticse Torres; V O Tikhomirov; Yu A Tikhonov; S Timoshenko; E Tiouchichine; P Tipton; S Tisserant; K Todome; T Todorov; S Todorova-Nova; J Tojo; S Tokár; K Tokushuku; K Tollefson; E Tolley; L Tomlinson; M Tomoto; L Tompkins; K Toms; E Torrence; H Torres; E Torró Pastor; J Toth; F Touchard; D R Tovey; T Trefzger; L Tremblet; A Tricoli; I M Trigger; S Trincaz-Duvoid; M F Tripiana; W Trischuk; B Trocmé; C Troncon; M Trottier-McDonald; M Trovatelli; L Truong; M Trzebinski; A Trzupek; C Tsarouchas; J C-L Tseng; P V Tsiareshka; D Tsionou; G Tsipolitis; N Tsirintanis; S Tsiskaridze; V Tsiskaridze; E G Tskhadadze; K M Tsui; I I Tsukerman; V Tsulaia; S Tsuno; D Tsybychev; A Tudorache; V Tudorache; A N Tuna; S A Tupputi; S Turchikhin; D Turecek; R Turra; A J Turvey; P M Tuts; A Tykhonov; M Tylmad; M Tyndel; I Ueda; R Ueno; M Ughetto; F Ukegawa; G Unal; A Undrus; G Unel; F C Ungaro; Y Unno; C Unverdorben; J Urban; P Urquijo; P Urrejola; G Usai; A Usanova; L Vacavant; V Vacek; B Vachon; C Valderanis; N Valencic; S Valentinetti; A Valero; L Valery; S Valkar; S Vallecorsa; J A Valls Ferrer; W Van Den Wollenberg; P C Van Der Deijl; R van der Geer; H van der Graaf; N van Eldik; P van Gemmeren; J Van Nieuwkoop; I van Vulpen; M C van Woerden; M Vanadia; W Vandelli; R Vanguri; A Vaniachine; F Vannucci; G Vardanyan; R Vari; E W Varnes; T Varol; D Varouchas; A Vartapetian; K E Varvell; F Vazeille; T Vazquez Schroeder; J Veatch; L M Veloce; F Veloso; T Velz; S Veneziano; A Ventura; D Ventura; M Venturi; N Venturi; A Venturini; V Vercesi; M Verducci; W Verkerke; J C Vermeulen; A Vest; M C Vetterli; O Viazlo; I Vichou; T Vickey; O E Vickey Boeriu; G H A Viehhauser; S Viel; R Vigne; M Villa; M Villaplana Perez; E Vilucchi; M G Vincter; V B Vinogradov; I Vivarelli; S Vlachos; D Vladoiu; M Vlasak; M Vogel; P Vokac; G Volpi; M Volpi; H von der Schmitt; H von Radziewski; E von Toerne; V Vorobel; K Vorobev; M Vos; R Voss; J H Vossebeld; N Vranjes; M Vranjes Milosavljevic; V Vrba; M Vreeswijk; R Vuillermet; I Vukotic; Z Vykydal; P Wagner; W Wagner; H Wahlberg; S Wahrmund; J Wakabayashi; J Walder; R Walker; W Walkowiak; C Wang; F Wang; H Wang; H Wang; J Wang; J Wang; K Wang; R Wang; S M Wang; T Wang; T Wang; X Wang; C Wanotayaroj; A Warburton; C P Ward; D R Wardrope; A Washbrook; C Wasicki; P M Watkins; A T Watson; I J Watson; M F Watson; G Watts; S Watts; B M Waugh; S Webb; M S Weber; S W Weber; J S Webster; A R Weidberg; B Weinert; J Weingarten; C Weiser; H Weits; P S Wells; T Wenaus; T Wengler; S Wenig; N Wermes; M Werner; P Werner; M Wessels; J Wetter; K Whalen; A M Wharton; A White; M J White; R White; S White; D Whiteson; F J Wickens; W Wiedenmann; M Wielers; P Wienemann; C Wiglesworth; L A M Wiik-Fuchs; A Wildauer; H G Wilkens; H H Williams; S Williams; C Willis; S Willocq; A Wilson; J A Wilson; I Wingerter-Seez; F Winklmeier; B T Winter; M Wittgen; J Wittkowski; S J Wollstadt; M W Wolter; H Wolters; B K Wosiek; J Wotschack; M J Woudstra; K W Wozniak; M Wu; M Wu; S L Wu; X Wu; Y Wu; T R Wyatt; B M Wynne; S Xella; D Xu; L Xu; B Yabsley; S Yacoob; R Yakabe; M Yamada; D Yamaguchi; Y Yamaguchi; A Yamamoto; S Yamamoto; T Yamanaka; K Yamauchi; Y Yamazaki; Z Yan; H Yang; H Yang; Y Yang; W-M Yao; Y C Yap; Y Yasu; E Yatsenko; K H Yau Wong; J Ye; S Ye; I Yeletskikh; A L Yen; E Yildirim; K Yorita; R Yoshida; K Yoshihara; C Young; C J S Young; S Youssef; D R Yu; J Yu; J M Yu; J Yu; L Yuan; S P Y Yuen; A Yurkewicz; I Yusuff; B Zabinski; R Zaidan; A M Zaitsev; J Zalieckas; A Zaman; S Zambito; L Zanello; D Zanzi; C Zeitnitz; M Zeman; A Zemla; J C Zeng; Q Zeng; K Zengel; O Zenin; T Ženiš; D Zerwas; D Zhang; F Zhang; G Zhang; H Zhang; J Zhang; L Zhang; R Zhang; X Zhang; Z Zhang; X Zhao; Y Zhao; Z Zhao; A Zhemchugov; J Zhong; B Zhou; C Zhou; L Zhou; L Zhou; M Zhou; N Zhou; C G Zhu; H Zhu; J Zhu; Y Zhu; X Zhuang; K Zhukov; A Zibell; D Zieminska; N I Zimine; C Zimmermann; S Zimmermann; Z Zinonos; M Zinser; M Ziolkowski; L Živković; G Zobernig; A Zoccoli; M Zur Nedden; G Zurzolo; L Zwalinski Journal: Eur Phys J C Part Fields Date: 2016-10-03 Impact factor: 4.590