Observation of Long-Range Elliptic Azimuthal Anisotropies in s=13 and 2.76 TeV pp Collisions with the ATLAS Detector
Physical Review Letters American Physical Society (APS) 116:17 (2016) 172301
Authors:
G Aad, B Abbott, J Abdallah, O Abdinov, R Aben, M Abolins, OS AbouZeid, H Abramowicz, H Abreu, R Abreu, Y Abulaiti, BS Acharya, L Adamczyk, DL Adams, J Adelman, S Adomeit, T Adye, AA Affolder, T Agatonovic-Jovin, J Agricola, JA Aguilar-Saavedra, SP Ahlen, F Ahmadov, G Aielli, H Akerstedt, TPA Åkesson, AV Akimov, GL Alberghi, J Albert, S Albrand, MJ Alconada Verzini, M Aleksa, IN Aleksandrov, C Alexa, G Alexander, T Alexopoulos, M Alhroob, G Alimonti, L Alio, J Alison, SP Alkire, BMM Allbrooke, PP Allport, A Aloisio, A Alonso, F Alonso, C Alpigiani, A Altheimer, B Alvarez Gonzalez, D Álvarez Piqueras, MG Alviggi, BT Amadio, K Amako, Y Amaral Coutinho, C Amelung, D Amidei, SP Amor Dos Santos, A Amorim, S Amoroso, N Amram, G Amundsen, C Anastopoulos, LS Ancu, N Andari, T Andeen, CF Anders, G Anders, JK Anders, KJ Anderson, A Andreazza, V Andrei, S Angelidakis, I Angelozzi, P Anger, A Angerami, F Anghinolfi, AV Anisenkov, N Anjos, A Annovi, M Antonelli, A Antonov, J Antos, F Anulli, M Aoki, L Aperio Bella, G Arabidze, Y Arai, JP Araque, ATH Arce, FA Arduh, J-F Arguin, S Argyropoulos, M Arik, AJ 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, NB Atlay, K Augsten, M Aurousseau, G Avolio, B Axen, MK Ayoub, G Azuelos, MA Baak, AE Baas, MJ Baca, C Bacci, H Bachacou, K Bachas, M Backes, M Backhaus, P Bagiacchi, P Bagnaia, Y Bai, T Bain, JT Baines, OK Baker, EM Baldin, P Balek, T Balestri, F Balli, WK Balunas, E Banas, Sw Banerjee, AAE Bannoura, L Barak, EL Barberio, D Barberis, M Barbero, T Barillari, M Barisonzi, T Barklow, N Barlow, SL Barnes, BM Barnett, RM Barnett, Z Barnovska, A Baroncelli, G Barone, AJ Barr, F Barreiro, J Barreiro Guimarães da Costa, R Bartoldus, AE Barton, P Bartos, A Basalaev, A Bassalat, A Basye, RL Bates, SJ Batista, JR Batley, M Battaglia, M Bauce, F Bauer, HS Bawa, JB Beacham, MD Beattie, T Beau, PH Beauchemin, R Beccherle, P Bechtle, HP Beck, K Becker, M Becker, M Beckingham, C Becot, AJ Beddall, A Beddall, VA Bednyakov, CP Bee, LJ Beemster, TA Beermann, M Begel, JK Behr, C Belanger-Champagne, WH 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, JA Benitez Garcia, DP Benjamin, JR Bensinger, S Bentvelsen, L Beresford, M Beretta, D Berge, E Bergeaas Kuutmann, N Berger, F Berghaus, J Beringer, C Bernard, NR Bernard, C Bernius, FU Bernlochner, T Berry, P Berta, C Bertella, G Bertoli, F Bertolucci, C Bertsche, D Bertsche, MI Besana, GJ Besjes, O Bessidskaia Bylund, M Bessner, N Besson, C Betancourt, S Bethke, AJ Bevan, W Bhimji, RM Bianchi, L Bianchini, M Bianco, O Biebel, D Biedermann, NV Biesuz, M Biglietti, J Bilbao De Mendizabal, H Bilokon, M Bindi, S Binet, A Bingul, C Bini, S Biondi, DM Bjergaard, CW Black, JE Black, KM Black, D Blackburn, RE Blair, J-B Blanchard, JE Blanco, T Blazek, I Bloch, C Blocker, W Blum, U Blumenschein, S Blunier, GJ Bobbink, VS Bobrovnikov, SS Bocchetta, A Bocci, C Bock, M Boehler, JA Bogaerts, D Bogavac, AG Bogdanchikov, C Bohm, V Boisvert, T Bold, V Boldea, AS 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, EV Bouhova-Thacker, D Boumediene, C Bourdarios, N Bousson, SK Boutle, A Boveia, J Boyd, IR Boyko, I Bozic, J Bracinik, A Brandt, G Brandt, O Brandt, U Bratzler, B Brau, JE Brau, HM Braun, WD Breaden Madden, K Brendlinger, AJ Brennan, L Brenner, R Brenner, S Bressler, TM Bristow, D Britton, D Britzger, FM Brochu, I Brock, R Brock, J Bronner, G Brooijmans, T Brooks, WK Brooks, J Brosamer, E Brost, PA Bruckman de Renstrom, D Bruncko, R Bruneliere, A Bruni, G Bruni, M Bruschi, N Bruscino, L Bryngemark, T Buanes, Q Buat, P Buchholz, AG Buckley, IA Budagov, F Buehrer, L Bugge, MK Bugge, O Bulekov, D Bullock, H Burckhart, S Burdin, CD Burgard, B Burghgrave, S Burke, I Burmeister, E Busato, D Büscher, V Büscher, P Bussey, JM Butler, AI Butt, CM Buttar, JM Butterworth, P Butti, W Buttinger, A Buzatu, AR Buzykaev, S Cabrera Urbán, D Caforio, VM Cairo, O Cakir, N Calace, P Calafiura, A Calandri, G Calderini, P Calfayan, LP 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, MDM Capeans Garrido, I Caprini, M Caprini, M Capua, R Caputo, RM Carbone, R Cardarelli, F Cardillo, T Carli, G Carlino, L Carminati, S Caron, E Carquin, GD Carrillo-Montoya, JR Carter, J Carvalho, D Casadei, MP Casado, M Casolino, DW Casper, E Castaneda-Miranda, A Castelli, V Castillo Gimenez, NF Castro, P Catastini, A Catinaccio, JR Catmore, A Cattai, J Caudron, V Cavaliere, D Cavalli, M Cavalli-Sforza, V Cavasinni, F Ceradini, L Cerda Alberich, BC Cerio, K Cerny, AS Cerqueira, A Cerri, L Cerrito, F Cerutti, M Cerv, A Cervelli, SA Cetin, A Chafaq, D Chakraborty, I Chalupkova, YL Chan, P Chang, JD Chapman, DG Charlton, CC Chau, CA Chavez Barajas, S Cheatham, A Chegwidden, S Chekanov, SV Chekulaev, GA Chelkov, MA Chelstowska, C Chen, H Chen, K Chen, L Chen, S Chen, S Chen, X Chen, Y Chen, HC Cheng, Y Cheng, A Cheplakov, E Cheremushkina, R Cherkaoui El Moursli, V Chernyatin, E Cheu, L Chevalier, V Chiarella, G Chiarelli, G Chiodini, AS Chisholm, RT Chislett, A Chitan, MV Chizhov, K Choi, S Chouridou, BKB Chow, V Christodoulou, D Chromek-Burckhart, J Chudoba, AJ Chuinard, JJ Chwastowski, L Chytka, G Ciapetti, AK Ciftci, D Cinca, V Cindro, IA Cioara, A Ciocio, F Cirotto, ZH Citron, M Ciubancan, A Clark, BL Clark, PJ Clark, RN Clarke, C Clement, Y Coadou, M Cobal, A Coccaro, J Cochran, L Coffey, L Colasurdo, B Cole, S Cole, AP Colijn, J Collot, T Colombo, G Compostella, P Conde Muiño, E Coniavitis, SH Connell, IA Connelly, V Consorti, S Constantinescu, C Conta, G Conti, F Conventi, M Cooke, BD Cooper, AM Cooper-Sarkar, T Cornelissen, M Corradi, F Corriveau, A Corso-Radu, A Cortes-Gonzalez, G Cortiana, G Costa, MJ Costa, D Costanzo, D Côté, G Cottin, G Cowan, BE Cox, K Cranmer, G Cree, S Crépé-Renaudin, F Crescioli, WA 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, MJ Da Cunha Sargedas De Sousa, C Da Via, W Dabrowski, A Dafinca, T Dai, O Dale, F Dallaire, C Dallapiccola, M Dam, JR Dandoy, NP Dang, AC 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, RK 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, JB De Vivie De Regie, WJ Dearnaley, R Debbe, C Debenedetti, DV Dedovich, I Deigaard, J Del Peso, T Del Prete, D Delgove, F Deliot, CM Delitzsch, M Deliyergiyev, A Dell’Acqua, L Dell’Asta, M Dell’Orso, M Della Pietra, D della Volpe, M Delmastro, PA Delsart, C Deluca, DA DeMarco, S Demers, M Demichev, A Demilly, SP Denisov, D Derendarz, JE Derkaoui, F Derue, P Dervan, K Desch, C Deterre, K Dette, PO 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, FA Dias, MA Diaz, EB Diehl, J Dietrich, S Diglio, A Dimitrievska, J Dingfelder, P Dita, S Dita, F Dittus, F Djama, T Djobava, JI Djuvsland, MAB do Vale, D Dobos, M Dobre, C Doglioni, T Dohmae, J Dolejsi, Z Dolezal, BA Dolgoshein, M Donadelli, S Donati, P Dondero, J Donini, J Dopke, A Doria, MT Dova, AT Doyle, E Drechsler, M Dris, Y Du, E Dubreuil, E Duchovni, G Duckeck, OA 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, KM Ecker, RC Edgar, W Edson, NC Edwards, W Ehrenfeld, T Eifert, G Eigen, K Einsweiler, T Ekelof, M El Kacimi, M Ellert, S Elles, F Ellinghaus, AA Elliot, N Ellis, J Elmsheuser, M Elsing, D Emeliyanov, Y Enari, OC 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, AI Etienvre, E Etzion, H Evans, A Ezhilov, L Fabbri, G Facini, RM Fakhrutdinov, S Falciano, RJ Falla, J Faltova, Y Fang, M Fanti, A Farbin, A Farilla, T Farooque, S Farrell, SM Farrington, P Farthouat, F Fassi, P Fassnacht, D Fassouliotis, M Faucci Giannelli, A Favareto, L Fayard, OL Fedin, W Fedorko, S Feigl, L Feligioni, C Feng, EJ Feng, H Feng, AB Fenyuk, L Feremenga, P Fernandez Martinez, S Fernandez Perez, J Ferrando, A Ferrari, P Ferrari, R Ferrari, DE 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, KD Finelli, MCN Fiolhais, L Fiorini, A Firan, A Fischer, C Fischer, J Fischer, WC Fisher, N Flaschel, I Fleck, P Fleischmann, GT Fletcher, G Fletcher, RRM Fletcher, T Flick, A Floderus, LR Flores Castillo, MJ Flowerdew, GT Forcolin, 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, ST French, SM Fressard-Batraneanu, F Friedrich, D Froidevaux, JA Frost, C Fukunaga, E Fullana Torregrosa, BG Fulsom, T Fusayasu, J Fuster, C Gabaldon, O Gabizon, A Gabrielli, A Gabrielli, GP Gach, S Gadatsch, S Gadomski, G Gagliardi, P Gagnon, C Galea, B Galhardo, EJ Gallas, BJ Gallop, P Gallus, G Galster, KK Gan, J Gao, Y Gao, YS Gao, FM Garay Walls, F Garberson, C García, JE García Navarro, M Garcia-Sciveres, RW Gardner, N Garelli, V Garonne, C Gatti, A Gaudiello, G Gaudio, B Gaur, L Gauthier, P Gauzzi, IL Gavrilenko, C Gay, G Gaycken, EN Gazis, P Ge, Z Gecse, CNP Gee, Ch Geich-Gimbel, MP Geisler, C Gemme, MH Genest, C Geng, S Gentile, S George, D Gerbaudo, A Gershon, S Ghasemi, H Ghazlane, B Giacobbe, S Giagu, V Giangiobbe, P Giannetti, B Gibbard, SM Gibson, M Gignac, M Gilchriese, TPS Gillam, D Gillberg, G Gilles, DM Gingrich, N Giokaris, MP Giordani, FM Giorgi, FM Giorgi, PF Giraud, P Giromini, D Giugni, C Giuliani, M Giulini, BK Gjelsten, S Gkaitatzis, I Gkialas, EL Gkougkousis, LK Gladilin, C Glasman, J Glatzer, PCF Glaysher, A Glazov, M Goblirsch-Kolb, JR 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, PA Gorbounov, HA Gordon, I Gorelov, B Gorini, E Gorini, A Gorišek, E Gornicki, AT Goshaw, C Gössling, MI Gostkin, D Goujdami, AG Goussiou, N Govender, E Gozani, L Graber, I Grabowska-Bold, POJ Gradin, P Grafström, J Gramling, E Gramstad, S Grancagnolo, V Gratchev, HM Gray, E Graziani, ZD Greenwood, C Grefe, K Gregersen, IM Gregor, P Grenier, J Griffiths, AA Grillo, K Grimm, S Grinstein, Ph Gris, J-F Grivaz, S Groh, JP Grohs, A Grohsjean, E Gross, J Grosse-Knetter, GC Grossi, ZJ 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, NG Gutierrez Ortiz, C Gutschow, C Guyot, C Gwenlan, CB Gwilliam, A Haas, C Haber, HK Hadavand, N Haddad, P Haefner, S Hageböck, Z Hajduk, H Hakobyan, M Haleem, J Haley, D Hall, G Halladjian, GD Hallewell, K Hamacher, P Hamal, K Hamano, A Hamilton, GN Hamity, PG Hamnett, L Han, K Hanagaki, K Hanawa, M Hance, B Haney, P Hanke, R Hanna, JB Hansen, JD Hansen, MC Hansen, PH Hansen, K Hara, AS Hard, T Harenberg, F Hariri, S Harkusha, RD Harrington, PF Harrison, F Hartjes, M Hasegawa, Y Hasegawa, A Hasib, S Hassani, S Haug, R Hauser, L Hauswald, M Havranek, CM Hawkes, RJ Hawkings, AD Hawkins, T Hayashi, D Hayden, CP Hays, JM Hays, HS Hayward, SJ Haywood, SJ 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, RCW Henderson, Y Heng, C Hengler, S Henkelmann, A Henrichs, AM Henriques Correia, S Henrot-Versille, GH Herbert, Y Hernández Jiménez, G Herten, R Hertenberger, L Hervas, GG Hesketh, NP Hessey, JW Hetherly, R Hickling, E Higón-Rodriguez, E Hill, JC Hill, KH Hiller, SJ Hillier, I Hinchliffe, E Hines, RR Hinman, M Hirose, D Hirschbuehl, J Hobbs, N Hod, MC Hodgkinson, P Hodgson, A Hoecker, MR Hoeferkamp, F Hoenig, M Hohlfeld, D Hohn, TR Holmes, M Homann, TM Hong, BH Hooberman, WH Hopkins, Y Horii, AJ 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, PJ Hsu, S-C Hsu, D Hu, Q Hu, X Hu, Y Huang, Z Hubacek, F Hubaut, F Huegging, TB Huffman, EW Hughes, G Hughes, M Huhtinen, TA 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, JM Iturbe Ponce, R Iuppa, J Ivarsson, W Iwanski, H Iwasaki, JM Izen, V Izzo, S Jabbar, B Jackson, M Jackson, P Jackson, MR Jaekel, V Jain, KB Jakobi, K Jakobs, S Jakobsen, T Jakoubek, J Jakubek, DO Jamin, DK 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, MD Joergensen, P Johansson, KA Johns, WJ Johnson, K Jon-And, G Jones, RWL Jones, TJ Jones, J Jongmanns, PM Jorge, KD Joshi, J Jovicevic, X Ju, A Juste Rozas, M Kaci, A Kaczmarska, M Kado, H Kagan, M Kagan, SJ Kahn, E Kajomovitz, CW Kalderon, A Kaluza, S Kama, A Kamenshchikov, N Kanaya, S Kaneti, VA Kantserov, J Kanzaki, B Kaplan, LS Kaplan, A Kapliy, D Kar, K Karakostas, A Karamaoun, N Karastathis, MJ Kareem, E Karentzos, M Karnevskiy, SN Karpov, ZM Karpova, K Karthik, V Kartvelishvili, AN Karyukhin, K Kasahara, L Kashif, RD Kass, A Kastanas, Y Kataoka, C Kato, A Katre, J Katzy, K Kawade, K Kawagoe, T Kawamoto, G Kawamura, S Kazama, VF Kazanin, R Keeler, R Kehoe, JS Keller, JJ Kempster, H Keoshkerian, O Kepka, BP Kerševan, S Kersten, RA Keyes, F Khalil-zada, H Khandanyan, A Khanov, AG Kharlamov, TJ Khoo, V Khovanskiy, E Khramov, J Khubua, S Kido, HY Kim, SH Kim, YK Kim, N Kimura, OM Kind, BT King, M King, SB King, J Kirk, AE Kiryunin, T Kishimoto, D Kisielewska, F Kiss, K Kiuchi, O Kivernyk, E Kladiva, MH Klein, M Klein, U Klein, K Kleinknecht, P Klimek, A Klimentov, R Klingenberg, JA Klinger, T Klioutchnikova, E-E Kluge, P Kluit, S Kluth, J Knapik, E Kneringer, EBFG Knoops, A Knue, A Kobayashi, D Kobayashi, T Kobayashi, M Kobel, M Kocian, P Kodys, T Koffas, E Koffeman, LA Kogan, S Kohlmann, Z Kohout, T Kohriki, T Koi, H Kolanoski, M Kolb, I Koletsou, AA Komar, Y Komori, T Kondo, N Kondrashova, K Köneke, AC König, T Kono, R Konoplich, N Konstantinidis, R Kopeliansky, S Koperny, L Köpke, AK Kopp, K Korcyl, K Kordas, A Korn, AA Korol, I Korolkov, EV Korolkova, O Kortner, S Kortner, T Kosek, VV Kostyukhin, VM Kotov, A Kotwal, A Kourkoumeli-Charalampidi, C Kourkoumelis, V Kouskoura, A Koutsman, R Kowalewski, TZ Kowalski, W Kozanecki, AS Kozhin, VA Kramarenko, G Kramberger, D Krasnopevtsev, MW Krasny, A Krasznahorkay, JK 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, MC 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, YA Kurochkin, V Kus, ES Kuwertz, M Kuze, J Kvita, T Kwan, D Kyriazopoulos, A La Rosa, JL La Rosa Navarro, L La Rotonda, C Lacasta, F Lacava, J Lacey, H Lacker, D Lacour, VR Lacuesta, E Ladygin, R Lafaye, B Laforge, T Lagouri, S Lai, L Lambourne, S Lammers, CL Lampen, W Lampl, E Lançon, U Landgraf, MPJ Landon, VS Lang, JC Lange, AJ Lankford, F Lanni, K Lantzsch, A Lanza, S Laplace, C Lapoire, JF Laporte, T Lari, F Lasagni Manghi, M Lassnig, P Laurelli, W Lavrijsen, AT Law, P Laycock, T Lazovich, O Le Dortz, E Le Guirriec, E Le Menedeu, M LeBlanc, T LeCompte, F Ledroit-Guillon, CA Lee, SC Lee, L Lee, G Lefebvre, M Lefebvre, F Legger, C Leggett, A Lehan, G Lehmann Miotto, X Lei, WA Leight, A Leisos, AG Leister, MAL Leite, R Leitner, D Lellouch, B Lemmer, KJC Leney, T Lenz, B Lenzi, R Leone, S Leone, C Leonidopoulos, S Leontsinis, C Leroy, CG Lester, M Levchenko, J Levêque, D Levin, LJ Levinson, M Levy, A Lewis, AM Leyko, M Leyton, B Li, H Li, HL 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, SC Lin, TH Lin, F Linde, BE Lindquist, JT Linnemann, E Lipeles, A Lipniacka, M Lisovyi, TM Liss, D Lissauer, A Lister, AM Litke, B Liu, D Liu, H Liu, J Liu, JB Liu, K Liu, L Liu, M Liu, M Liu, Y Liu, M Livan, A Lleres, J Llorente Merino, SL Lloyd, F Lo Sterzo, E Lobodzinska, P Loch, WS Lockman, FK Loebinger, AE Loevschall-Jensen, KM Loew, A Loginov, T Lohse, K Lohwasser, M Lokajicek, BA Long, JD Long, RE Long, KA Looper, L Lopes, D Lopez Mateos, B Lopez Paredes, I Lopez Paz, J Lorenz, N Lorenzo Martinez, M Losada, PJ Lösel, X Lou, A Lounis, J Love, PA Love, H Lu, N Lu, HJ 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., G Maccarrone, A Macchiolo, CM Macdonald, B Maček, J Machado Miguens, D Macina, D Madaffari, R Madar, HJ Maddocks, WF Mader, A Madsen, J Maeda, S Maeland, T Maeno, A Maevskiy, E Magradze, K Mahboubi, J Mahlstedt, C Maiani, C Maidantchik, AA Maier, T Maier, A Maio, S Majewski, Y Makida, N Makovec, B Malaescu, Pa Malecki, VP Maleev, F Malek, U Mallik, D Malon, C Malone, S Maltezos, VM 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, CP Marino, M Marjanovic, DE Marley, F Marroquim, SP Marsden, Z Marshall, LF Marti, S Marti-Garcia, B Martin, TA Martin, VJ Martin, B Martin dit Latour, M Martinez, S Martin-Haugh, VS Martoiu, AC Martyniuk, M Marx, F Marzano, A Marzin, L Masetti, T Mashimo, R Mashinistov, J Masik, AL Maslennikov, I Massa, L Massa, P Mastrandrea, A Mastroberardino, T Masubuchi, P Mättig, J Mattmann, J Maurer, SJ Maxfield, DA Maximov, R Mazini, SM Mazza, G Mc Goldrick, SP Mc Kee, A McCarn, RL McCarthy, TG McCarthy, NA McCubbin, KW McFarlane, JA Mcfayden, G Mchedlidze, SJ McMahon, RA McPherson, M Medinnis, S Meehan, S Mehlhase, A Mehta, K Meier, C Meineck, B Meirose, BR Mellado Garcia, F Meloni, A Mengarelli, S Menke, E Meoni, KM Mercurio, S Mergelmeyer, P Mermod, L Merola, C Meroni, FS Merritt, A Messina, J Metcalfe, AS Mete, C Meyer, C Meyer, J-P Meyer, J Meyer, H Meyer Zu Theenhausen, RP Middleton, S Miglioranzi, L Mijović, G Mikenberg, M Mikestikova, M Mikuž, M Milesi, A Milic, DW Miller, C Mills, A Milov, DA Milstead, AA Minaenko, Y Minami, IA Minashvili, AI Mincer, B Mindur, M Mineev, Y Ming, LM Mir, KP Mistry, T Mitani, J Mitrevski, VA Mitsou, A Miucci, PS Miyagawa, JU Mjörnmark, T Moa, K Mochizuki, S Mohapatra, W Mohr, S Molander, R Moles-Valls, R Monden, MC Mondragon, K Mönig, C Monini, J Monk, E Monnier, A Montalbano, J Montejo Berlingen, F Monticelli, S Monzani, RW Moore, N Morange, D Moreno, M Moreno Llácer, P Morettini, D Mori, T Mori, M Morii, M Morinaga, V Morisbak, S Moritz, AK Morley, G Mornacchi, JD Morris, SS Mortensen, A Morton, L Morvaj, M Mosidze, J Moss, K Motohashi, R Mount, E Mountricha, SV Mouraviev, EJW Moyse, S Muanza, RD Mudd, F Mueller, J Mueller, RSP Mueller, T Mueller, D Muenstermann, P Mullen, GA Mullier, FJ Munoz Sanchez, JA Murillo Quijada, WJ Murray, H Musheghyan, E Musto, AG Myagkov, M Myska, BP Nachman, O Nackenhorst, J Nadal, K Nagai, R Nagai, Y Nagai, K Nagano, A Nagarkar, Y Nagasaka, K Nagata, M Nagel, E Nagy, AM Nairz, Y Nakahama, K Nakamura, T Nakamura, I Nakano, H Namasivayam, RF Naranjo Garcia, R Narayan, DI Narrias Villar, T Naumann, G Navarro, R Nayyar, HA Neal, P Yu Nechaeva, TJ Neep, PD Nef, A Negri, M Negrini, S Nektarijevic, C Nellist, A Nelson, S Nemecek, P Nemethy, AA Nepomuceno, M Nessi, MS Neubauer, M Neumann, RM Neves, P Nevski, PR Newman, DH Nguyen, RB Nickerson, R Nicolaidou, B Nicquevert, J Nielsen, N Nikiforou, A Nikiforov, V Nikolaenko, I Nikolic-Audit, K Nikolopoulos, JK 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, DC O’Neil, V O’Shea, FG Oakham, H Oberlack, T Obermann, J Ocariz, A Ochi, I Ochoa, JP Ochoa-Ricoux, S Oda, S Odaka, H Ogren, A Oh, SH Oh, CC Ohm, H Ohman, H Oide, W Okamura, H Okawa, Y Okumura, T Okuyama, A Olariu, SA Olivares Pino, D Oliveira Damazio, A Olszewski, J Olszowska, A Onofre, K Onogi, PUE Onyisi, CJ Oram, MJ Oreglia, Y Oren, D Orestano, N Orlando, C Oropeza Barrera, RS Orr, B Osculati, R Ospanov, G Otero Y Garzon, H Otono, M Ouchrif, F Ould-Saada, A Ouraou, KP Oussoren, Q Ouyang, A Ovcharova, M Owen, RE Owen, VE 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, YB Pan, E St. Panagiotopoulou, CE Pandini, JG Panduro Vazquez, P Pani, S Panitkin, D Pantea, L Paolozzi, Th D Papadopoulou, K Papageorgiou, A Paramonov, D Paredes Hernandez, MA Parker, KA Parker, F Parodi, JA Parsons, U Parzefall, E Pasqualucci, S Passaggio, F Pastore, Pastore, G Pásztor, S Pataraia, ND Patel, JR Pater, T Pauly, J Pearce, B Pearson, LE Pedersen, M Pedersen, S Pedraza Lopez, R Pedro, SV Peleganchuk, D Pelikan, O Penc, C Peng, H Peng, B Penning, J Penwell, DV Perepelitsa, E Perez Codina, MT Pérez García-Estañ, L Perini, H Pernegger, S Perrella, R Peschke, VD Peshekhonov, K Peters, RFY Peters, BA Petersen, TC Petersen, E Petit, A Petridis, C Petridou, P Petroff, E Petrolo, F Petrucci, NE Pettersson, R Pezoa, PW Phillips, G Piacquadio, E Pianori, A Picazio, E Piccaro, M Piccinini, MA Pickering, R Piegaia, DT Pignotti, JE Pilcher, AD Pilkington, AWJ Pin, J Pina, M Pinamonti, JL 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, CS Pollard, V Polychronakos, K Pommès, L Pontecorvo, BG Pope, GA Popeneciu, DS Popovic, A Poppleton, S Pospisil, K Potamianos, IN Potrap, CJ Potter, CT Potter, G Poulard, J Poveda, V Pozdnyakov, ME Pozo Astigarraga, P Pralavorio, A Pranko, S Prasad, S Prell, D Price, LE 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, DR Quarrie, WB Quayle, M Queitsch-Maitland, D Quilty, S Raddum, V Radeka, V Radescu, SK Radhakrishnan, P Radloff, P Rados, F Ragusa, G Rahal, S Rajagopalan, M Rammensee, C Rangel-Smith, F Rauscher, S Rave, T Ravenscroft, M Raymond, AL Read, NP Readioff, DM 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, OL Rezanova, P Reznicek, R Rezvani, R Richter, S Richter, E Richter-Was, O Ricken, M Ridel, P Rieck, CJ Riegel, J Rieger, O Rifki, M Rijssenbeek, A Rimoldi, L Rinaldi, B Ristić, E Ritsch, I Riu, F Rizatdinova, E Rizvi, SH Robertson, A Robichaud-Veronneau, D Robinson, JEM Robinson, A Robson, C Roda, S Roe, O Røhne, A Romaniouk, M Romano, SM 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, LP Rossi, JHN Rosten, R Rosten, M Rotaru, I Roth, J Rothberg, D Rousseau, CR Royon, A Rozanov, Y Rozen, X Ruan, F Rubbo, I Rubinskiy, VI Rud, C Rudolph, MS Rudolph, F Rühr, A Ruiz-Martinez, Z Rurikova, NA Rusakovich, A Ruschke, HL Russell, JP Rutherfoord, N Ruthmann, YF Ryabov, M Rybar, G Rybkin, NC Ryder, A Ryzhov, AF Saavedra, G Sabato, S Sacerdoti, A Saddique, HF-W Sadrozinski, R Sadykov, F Safai Tehrani, P Saha, M Sahinsoy, M Saimpert, T Saito, H Sakamoto, Y Sakurai, G Salamanna, A Salamon, JE Salazar Loyola, M Saleem, D Salek, PH 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, RL Sandbach, HG Sander, MP Sanders, M Sandhoff, C Sandoval, R Sandstroem, DPC Sankey, M Sannino, A Sansoni, C Santoni, R Santonico, H Santos, I Santoyo Castillo, K Sapp, A Sapronov, JG 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, DA Scannicchio, M Scarcella, V Scarfone, J Schaarschmidt, P Schacht, D Schaefer, R Schaefer, J Schaeffer, S Schaepe, S Schaetzel, U Schäfer, AC Schaffer, D Schaile, RD Schamberger, V Scharf, VA 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, YJ Schnellbach, U Schnoor, L Schoeffel, A Schoening, BD Schoenrock, E Schopf, ALS Schorlemmer, M Schott, D Schouten, J Schovancova, S Schramm, M Schreyer, N Schuh, MJ Schultens, H-C Schultz-Coulon, H Schulz, M Schumacher, BA Schumm, Ph Schune, C Schwanenberger, A Schwartzman, TA 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, SC Seidel, A Seiden, F Seifert, JM Seixas, G Sekhniaidze, K Sekhon, SJ Sekula, DM 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, LY Shan, R Shang, JT Shank, M Shapiro, PB Shatalov, K Shaw, SM Shaw, A Shcherbakova, CY Shehu, P Sherwood, L Shi, S Shimizu, CO Shimmin, M Shimojima, M Shiyakova, A Shmeleva, D Shoaleh Saadi, MJ Shochet, S Shojaii, S Shrestha, E Shulga, MA Shupe, P Sicho, PE Sidebo, O Sidiropoulou, D Sidorov, A Sidoti, F Siegert, Dj Sijacki, J Silva, Y Silver, SB Silverstein, V Simak, O Simard, Lj Simic, S Simion, E Simioni, B Simmons, D Simon, M Simon, P Sinervo, NB Sinev, M Sioli, G Siragusa, AN Sisakyan, S Yu Sivoklokov, J Sjölin, TB Sjursen, MB Skinner, HP Skottowe, P Skubic, M Slater, T Slavicek, M Slawinska, K Sliwa, V Smakhtin, BH Smart, L Smestad, S Yu Smirnov, Y Smirnov, LN Smirnova, O Smirnova, MNK Smith, RW Smith, M Smizanska, K Smolek, AA Snesarev, G Snidero, S Snyder, R Sobie, F Socher, A Soffer, DA Soh, G Sokhrannyi, CA Solans, M Solar, J Solc, E Yu Soldatov, U Soldevila, AA Solodkov, A Soloshenko, OV Solovyanov, V Solovyev, P Sommer, HY Song, N Soni, A Sood, A Sopczak, B Sopko, V Sopko, V Sorin, D Sosa, M Sosebee, CL Sotiropoulou, R Soualah, AM Soukharev, D South, BC Sowden, S Spagnolo, M Spalla, M Spangenberg, F Spanò, WR Spearman, D Sperlich, F Spettel, R Spighi, G Spigo, LA Spiller, M Spousta, RD St. Denis, A Stabile, S Staerz, J Stahlman, R Stamen, S Stamm, E Stanecka, C Stanescu, M Stanescu-Bellu, MM Stanitzki, S Stapnes, EA Starchenko, J Stark, P Staroba, P Starovoitov, R Staszewski, P Steinberg, B Stelzer, HJ Stelzer, O Stelzer-Chilton, H Stenzel, GA Stewart, JA Stillings, MC Stockton, M Stoebe, G Stoicea, P Stolte, S Stonjek, AR Stradling, A Straessner, ME Stramaglia, J Strandberg, S Strandberg, A Strandlie, E Strauss, M Strauss, P Strizenec, R Ströhmer, DM Strom, R Stroynowski, A Strubig, SA Stucci, B Stugu, NA Styles, D Su, J Su, R Subramaniam, A Succurro, S Suchek, Y Sugaya, M Suk, VV Sulin, S Sultansoy, T Sumida, S Sun, X Sun, JE Sundermann, K Suruliz, G Susinno, MR 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, AA Talyshev, JYC Tam, KG Tan, J Tanaka, R Tanaka, S Tanaka, BB Tannenwald, S Tapia Araya, S Tapprogge, S Tarem, F Tarrade, GF Tartarelli, P Tas, M Tasevsky, T Tashiro, E Tassi, A Tavares Delgado, Y Tayalati, AC Taylor, FE Taylor, GN Taylor, PTE Taylor, W Taylor, FA Teischinger, M Teixeira Dias Castanheira, P Teixeira-Dias, KK Temming, D Temple, H Ten Kate, PK Teng, JJ Teoh, F Tepel, S Terada, K Terashi, J Terron, S Terzo, M Testa, RJ Teuscher, T Theveneaux-Pelzer, JP Thomas, J Thomas-Wilsker, EN Thompson, PD Thompson, RJ Thompson, AS Thompson, LA Thomsen, E Thomson, M Thomson, RP Thun, MJ Tibbetts, RE Ticse Torres, VO 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, DR Tovey, T Trefzger, L Tremblet, A Tricoli, IM Trigger, S Trincaz-Duvoid, MF Tripiana, W Trischuk, B Trocmé, C Troncon, M Trottier-McDonald, M Trovatelli, L Truong, M Trzebinski, A Trzupek, C Tsarouchas, JC-L Tseng, PV Tsiareshka, D Tsionou, G Tsipolitis, N Tsirintanis, S Tsiskaridze, V Tsiskaridze, EG Tskhadadze, KM Tsui, II Tsukerman, V Tsulaia, S Tsuno, D Tsybychev, A Tudorache, V Tudorache, AN Tuna, SA Tupputi, S Turchikhin, D Turecek, R Turra, AJ Turvey, PM Tuts, A Tykhonov, M Tylmad, M Tyndel, I Ueda, R Ueno, M Ughetto, F Ukegawa, G Unal, A Undrus, G Unel, FC 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, JA Valls Ferrer, W Van Den Wollenberg, PC Van Der Deijl, R van der Geer, H van der Graaf, N van Eldik, P van Gemmeren, J Van Nieuwkoop, I van Vulpen, MC van Woerden, M Vanadia, W Vandelli, R Vanguri, A Vaniachine, F Vannucci, G Vardanyan, R Vari, EW Varnes, T Varol, D Varouchas, A Vartapetian, KE Varvell, F Vazeille, T Vazquez Schroeder, J Veatch, LM Veloce, F Veloso, T Velz, S Veneziano, A Ventura, D Ventura, M Venturi, N Venturi, A Venturini, V Vercesi, M Verducci, W Verkerke, JC Vermeulen, A Vest, MC Vetterli, O Viazlo, I Vichou, T Vickey, OE Vickey Boeriu, GHA Viehhauser, S Viel, R Vigne, M Villa, M Villaplana Perez, E Vilucchi, MG Vincter, VB 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, JH 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, SM Wang, T Wang, T Wang, X Wang, C Wanotayaroj, A Warburton, CP Ward, DR Wardrope, A Washbrook, C Wasicki, PM Watkins, AT Watson, IJ Watson, MF Watson, G Watts, S Watts, BM Waugh, S Webb, MS Weber, SW Weber, JS Webster, AR Weidberg, B Weinert, J Weingarten, C Weiser, H Weits, PS Wells, T Wenaus, T Wengler, S Wenig, N Wermes, M Werner, P Werner, M Wessels, J Wetter, K Whalen, AM Wharton, A White, MJ White, R White, S White, D Whiteson, FJ Wickens, W Wiedenmann, M Wielers, P Wienemann, C Wiglesworth, LAM Wiik-Fuchs, A Wildauer, HG Wilkens, HH Williams, S Williams, C Willis, S Willocq, A Wilson, JA Wilson, I Wingerter-Seez, F Winklmeier, BT Winter, M Wittgen, J Wittkowski, SJ Wollstadt, MW Wolter, H Wolters, BK Wosiek, J Wotschack, MJ Woudstra, KW Wozniak, M Wu, M Wu, SL Wu, X Wu, Y Wu, TR Wyatt, BM 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, YC Yap, Y Yasu, E Yatsenko, KH Yau Wong, J Ye, S Ye, I Yeletskikh, AL Yen, E Yildirim, K Yorita, R Yoshida, K Yoshihara, C Young, CJS Young, S Youssef, DR Yu, J Yu, JM Yu, J Yu, L Yuan, SPY Yuen, A Yurkewicz, I Yusuff, B Zabinski, R Zaidan, AM Zaitsev, J Zalieckas, A Zaman, S Zambito, L Zanello, D Zanzi, C Zeitnitz, M Zeman, A Zemla, JC 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, CG Zhu, H Zhu, J Zhu, Y Zhu, X Zhuang, K Zhukov, A Zibell, D Zieminska, NI Zimine, C Zimmermann, S Zimmermann, Z Zinonos, M Zinser, M Ziolkowski, L Živković, G Zobernig, A Zoccoli, M zur Nedden, G Zurzolo, L ZwalinskiA new method to distinguish hadronically decaying boosted Z bosons from W bosons using the ATLAS detector
European Physical Journal C Springer Verlag 76:5 (2016)
Authors:
AJ Barr, K Becker, JK Behr, L Beresford, AM Cooper-Sarkar, M Crispin Ortuzar, A Dafinca, E Davies, JA Frost, EJ Gallas, S Gupta, C Gwenlan, D Hall, CP Hays, J Henderson, J Howard, TB Huffman, C Issever, CW Kalderon, LA Kogan, A Lewis, K Nagai, RB Nickerson, MA Pickering, NC Ryder, JC-L Tseng, GHA Viehhauser, AR Weidberg, J ZhongAbstract:
The distribution of particles inside hadronic jets produced in the decay of boosted W and Z bosons can be used to discriminate such jets from the continuum background. Given that a jet has been identified as likely resulting from the hadronic decay of a boosted W or Z boson, this paper presents a technique for further differentiating Z bosons from W bosons. The variables used are jet mass, jet charge, and a b-tagging discriminant. A likelihood tagger is constructed from these variables and tested in the simulation of W′→ WZ for bosons in the transverse momentum range 200 GeV < pT< 400 GeV in s= 8 TeV pp collisions with the ATLAS detector at the LHC. For Z-boson tagging efficiencies of ϵZ= 90 , 50, and 10 % , one can achieve W+-boson tagging rejection factors (1 / ϵW+ ) of 1.7, 8.3 and 1000, respectively. It is not possible to measure these efficiencies in the data due to the lack of a pure sample of high pT, hadronically decaying Z bosons. However, the modelling of the tagger inputs for boosted W bosons is studied in data using a tt¯ -enriched sample of events in 20.3 fb- 1 of data at s= 8 TeV. The inputs are well modelled within uncertainties, which builds confidence in the expected tagger performance.Supplement: Localization and broadband follow-up of the gravitational-wave transient GW150914
(2016)
Authors:
BP Abbott, R Abbott, TD Abbott, MR Abernathy, F Acernese, K Ackley, C Adams, T Adams, P Addesso, RX Adhikari, VB Adya, C Affeldt, M Agathos, K Agatsuma, N Aggarwal, OD Aguiar, L Aiello, A Ain, P Ajith, B Allen, A Allocca, PA Altin, SB Anderson, WG Anderson, K Arai, MC Araya, CC Arceneaux, JS Areeda, N Arnaud, KG Arun, S Ascenzi, G Ashton, M Ast, SM Aston, P Astone, P Aufmuth, C Aulbert, S Babak, P Bacon, MKM Bader, PT Baker, F Baldaccini, G Ballardin, SW Ballmer, JC Barayoga, SE Barclay, BC Barish, D Barker, F Barone, B Barr, L Barsotti, M Barsuglia, D Barta, S Barthelmy, J Bartlett, I Bartos, R Bassiri, A Basti, JC Batch, C Baune, V Bavigadda, M Bazzan, B Behnke, M Bejger, AS Bell, CJ Bell, BK Berger, J Bergman, G Bergmann, CPL Berry, D Bersanetti, A Bertolini, J Betzwieser, S Bhagwat, R Bhandare, IA Bilenko, G Billingsley, J Birch, R Birney, S Biscans, A Bisht, M Bitossi, C Biwer, MA Bizouard, JK Blackburn, CD Blair, DG Blair, RM Blair, S Bloemen, O Bock, TP Bodiya, M Boer, G Bogaert, C Bogan, A Bohe, P Bojtos, C Bond, F Bondu, R Bonnand, BA Boom, R Bork, V Boschi, S Bose, Y Bouffanais, A Bozzi, C Bradaschia, PR Brady, VB Braginsky, M Branchesi, JE Brau, T Briant, A Brillet, M Brinkmann, V Brisson, P Brockill, AF Brooks, DA Brown, DD Brown, NM Brown, CC Buchanan, A Buikema, T Bulik, HJ Bulten, A Buonanno, D Buskulic, C Buy, RL Byer, L Cadonati, G Cagnoli, C Cahillane, JC Bustillo, T Callister, E Calloni, JB Camp, KC Cannon, J Cao, CD Capano, E Capocasa, F Carbognani, S Caride, JC Diaz, C Casentini, S Caudill, M Cavaglià, F Cavalier, R Cavalieri, G Cella, CB Cepeda, LC Baiardi, G Cerretani, E Cesarini, R Chakraborty, T Chalermsongsak, SJ Chamberlin, M Chan, S Chao, P Charlton, E Chassande-Mottin, HY Chen, Y Chen, C Cheng, A Chincarini, A Chiummo, HS Cho, M Cho, JH Chow, N Christensen, Q Chu, S Chua, S Chung, G Ciani, F Clara, JA Clark, F Cleva, E Coccia, P-F Cohadon, A Colla, CG Collette, L Cominsky, M Constancio, A Conte, L Conti, D Cook, TR Corbitt, N Cornish, A Corsi, S Cortese, CA Costa, MW Coughlin, SB Coughlin, J-P Coulon, ST Countryman, P Couvares, EE Cowan, DM Coward, MJ Cowart, DC Coyne, R Coyne, K Craig, JDE Creighton, J Cripe, SG Crowder, A Cumming, L Cunningham, E Cuoco, T Dal Canton, SL Danilishin, S D'Antonio, K Danzmann, NS Darman, V Dattilo, I Dave, HP Daveloza, M Davier, GS Davies, EJ Daw, R Day, D DeBra, G Debreczeni, J Degallaix, M De Laurentis, S Deléglise, W Del Pozzo, T Denker, T Dent, H Dereli, V Dergachev, RT DeRosa, R De Rosa, R DeSalvo, S Dhurandhar, MC Díaz, L Di Fiore, M Di Giovanni, A Di Lieto, S Di Pace, I Di Palma, A Di Virgilio, G Dojcinoski, V Dolique, F Donovan, KL Dooley, S Doravari, R Douglas, TP Downes, M Drago, RWP Drever, JC Driggers, Z Du, M Ducrot, SE Dwyer, TB Edo, MC Edwards, A Effler, H-B Eggenstein, P Ehrens, J Eichholz, SS Eikenberry, W Engels, RC Essick, T Etzel, M Evans, TM Evans, R Everett, M Factourovich, V Fafone, H Fair, S Fairhurst, X Fan, Q Fang, S Farinon, B Farr, WM Farr, M Favata, M Fays, H Fehrmann, MM Fejer, I Ferrante, EC Ferreira, F Ferrini, F Fidecaro, I Fiori, D Fiorucci, RP Fisher, R Flaminio, M Fletcher, J-D Fournier, S Franco, S Frasca, F Frasconi, Z Frei, A Freise, R Frey, V Frey, TT Fricke, P Fritschel, VV Frolov, P Fulda, M Fyffe, HAG Gabbard, JR Gair, L Gammaitoni, SG Gaonkar, F Garufi, A Gatto, G Gaur, N Gehrels, G Gemme, B Gendre, E Genin, A Gennai, J George, L Gergely, V Germain, A Ghosh, S Ghosh, JA Giaime, KD Giardina, A Giazotto, K Gill, A Glaefke, E Goetz, R Goetz, L Gondan, G González, JMG Castro, A Gopakumar, NA Gordon, ML Gorodetsky, SE Gossan, M Gosselin, R Gouaty, C Graef, PB Graff, M Granata, A Grant, S Gras, C Gray, G Greco, AC Green, P Groot, H Grote, S Grunewald, GM Guidi, X Guo, A Gupta, MK Gupta, KE Gushwa, EK Gustafson, R Gustafson, JJ Hacker, BR Hall, ED Hall, G Hammond, M Haney, MM Hanke, J Hanks, C Hanna, MD Hannam, J Hanson, T Hardwick, K Haris, J Harms, GM Harry, IW Harry, MJ Hart, MT Hartman, C-J Haster, K Haughian, A Heidmann, MC Heintze, H Heitmann, P Hello, G Hemming, M Hendry, IS Heng, J Hennig, AW Heptonstall, M Heurs, S Hild, D Hoak, KA Hodge, D Hofman, SE Hollitt, K Holt, DE Holz, P Hopkins, DJ Hosken, J Hough, EA Houston, EJ Howell, YM Hu, S Huang, EA Huerta, D Huet, B Hughey, S Husa, SH Huttner, T Huynh-Dinh, A Idrisy, N Indik, DR Ingram, R Inta, HN Isa, J-M Isac, M Isi, G Islas, T Isogai, BR Iyer, K Izumi, T Jacqmin, H Jang, K Jani, P Jaranowski, S Jawahar, F Jiménez-Forteza, WW Johnson, DI Jones, R Jones, RJG Jonker, L Ju, CV Kalaghatgi, V Kalogera, S Kandhasamy, G Kang, JB Kanner, S Karki, M Kasprzack, E Katsavounidis, W Katzman, S Kaufer, T Kaur, K Kawabe, F Kawazoe, F Kéfélian, MS Kehl, D Keitel, DB Kelley, W Kells, R Kennedy, JS Key, A Khalaidovski, FY Khalili, I Khan, S Khan, Z Khan, EA Khazanov, N Kijbunchoo, C Kim, J Kim, K Kim, N Kim, N Kim, Y-M Kim, EJ King, PJ King, DL Kinzel, JS Kissel, L Kleybolte, S Klimenko, SM Koehlenbeck, K Kokeyama, S Koley, V Kondrashov, A Kontos, M Korobko, WZ Korth, I Kowalska, DB Kozak, V Kringel, A Królak, C Krueger, G Kuehn, P Kumar, L Kuo, A Kutynia, BD Lackey, M Landry, J Lange, B Lantz, PD Lasky, A Lazzarini, C Lazzaro, P Leaci, S Leavey, EO Lebigot, CH Lee, HK Lee, HM Lee, K Lee, A Lenon, M Leonardi, JR Leong, N Leroy, N Letendre, Y Levin, BM Levine, TGF Li, A Libson, TB Littenberg, NA Lockerbie, J Logue, AL Lombardi, JE Lord, M Lorenzini, V Loriette, M Lormand, G Losurdo, JD Lough, H Lück, AP Lundgren, J Luo, R Lynch, Y Ma, T MacDonald, B Machenschalk, M MacInnis, DM Macleod, F Magaña-Sandoval, RM Magee, M Mageswaran, E Majorana, I Maksimovic, V Malvezzi, N Man, I Mandel, V Mandic, V Mangano, GL Mansell, M Manske, M Mantovani, F Marchesoni, F Marion, S Márka, Z Márka, AS Markosyan, E Maros, F Martelli, L Martellini, IW Martin, RM Martin, DV Martynov, JN Marx, K Mason, A Masserot, TJ Massinger, M Masso-Reid, F Matichard, L Matone, N Mavalvala, N Mazumder, G Mazzolo, R McCarthy, DE McClelland, S McCormick, SC McGuire, G McIntyre, J McIver, DJ McManus, ST McWilliams, D Meacher, GD Meadors, J Meidam, A Melatos, G Mendell, D Mendoza-Gandara, RA Mercer, E Merilh, M Merzougui, S Meshkov, C Messenger, C Messick, PM Meyers, F Mezzani, H Miao, C Michel, H Middleton, EE Mikhailov, L Milano, J Miller, M Millhouse, Y Minenkov, J Ming, S Mirshekari, C Mishra, S Mitra, VP Mitrofanov, G Mitselmakher, R Mittleman, A Moggi, M Mohan, SRP Mohapatra, M Montani, BC Moore, CJ Moore, D Moraru, G Moreno, SR Morriss, K Mossavi, B Mours, CM Mow-Lowry, CL Mueller, G Mueller, AW Muir, A Mukherjee, D Mukherjee, S Mukherjee, N Mukund, A Mullavey, J Munch, DJ Murphy, PG Murray, A Mytidis, I Nardecchia, L Naticchioni, RK Nayak, V Necula, K Nedkova, G Nelemans, M Neri, A Neunzert, G Newton, TT Nguyen, AB Nielsen, S Nissanke, A Nitz, F Nocera, D Nolting, MEN Normandin, LK Nuttall, J Oberling, E Ochsner, J O'Dell, E Oelker, GH Ogin, JJ Oh, SH Oh, F Ohme, M Oliver, P Oppermann, RJ Oram, B O'Reilly, R O'Shaughnessy, DJ Ottaway, RS Ottens, H Overmier, BJ Owen, A Pai, SA Pai, JR Palamos, O Palashov, N Palliyaguru, C Palomba, A Pal-Singh, H Pan, C Pankow, F Pannarale, BC Pant, F Paoletti, A Paoli, MA Papa, HR Paris, W Parker, D Pascucci, A Pasqualetti, R Passaquieti, D Passuello, B Patricelli, Z Patrick, BL Pearlstone, M Pedraza, R Pedurand, L Pekowsky, A Pele, S Penn, A Perreca, M Phelps, O Piccinni, M Pichot, F Piergiovanni, V Pierro, G Pillant, L Pinard, IM Pinto, M Pitkin, R Poggiani, P Popolizio, A Post, J Powell, J Prasad, V Predoi, SS Premachandra, T Prestegard, LR Price, M Prijatelj, M Principe, S Privitera, GA Prodi, L Prokhorov, O Puncken, M Punturo, P Puppo, M Pürrer, H Qi, J Qin, V Quetschke, EA Quintero, R Quitzow-James, FJ Raab, DS Rabeling, H Radkins, P Raffai, S Raja, M Rakhmanov, P Rapagnani, V Raymond, M Razzano, V Re, J Read, CM Reed, T Regimbau, L Rei, S Reid, DH Reitze, H Rew, SD Reyes, F Ricci, K Riles, NA Robertson, R Robie, F Robinet, A Rocchi, L Rolland, JG Rollins, VJ Roma, R Romano, G Romanov, JH Romie, D Rosińska, S Rowan, A Rüdiger, P Ruggi, K Ryan, S Sachdev, T Sadecki, L Sadeghian, L Salconi, M Saleem, F Salemi, A Samajdar, L Sammut, EJ Sanchez, V Sandberg, B Sandeen, JR Sanders, B Sassolas, BS Sathyaprakash, PR Saulson, O Sauter, RL Savage, A Sawadsky, P Schale, R Schilling, J Schmidt, P Schmidt, R Schnabel, RMS Schofield, A Schönbeck, E Schreiber, D Schuette, BF Schutz, J Scott, SM Scott, D Sellers, D Sentenac, V Sequino, A Sergeev, G Serna, Y Setyawati, A Sevigny, DA Shaddock, S Shah, MS Shahriar, M Shaltev, Z Shao, B Shapiro, P Shawhan, A Sheperd, DH Shoemaker, DM Shoemaker, K Siellez, X Siemens, D Sigg, AD Silva, D Simakov, A Singer, A Singh, R Singh, A Singhal, AM Sintes, BJJ Slagmolen, JR Smith, ND Smith, RJE Smith, EJ Son, B Sorazu, F Sorrentino, T Souradeep, AK Srivastava, A Staley, M Steinke, J Steinlechner, S Steinlechner, D Steinmeyer, BC Stephens, R Stone, KA Strain, N Straniero, G Stratta, NA Strauss, S Strigin, R Sturani, AL Stuver, TZ Summerscales, L Sun, PJ Sutton, BL Swinkels, MJ Szczepańczyk, M Tacca, D Talukder, DB Tanner, M Tápai, SP Tarabrin, A Taracchini, R Taylor, T Theeg, MP Thirugnanasambandam, EG Thomas, M Thomas, P Thomas, KA Thorne, KS Thorne, E Thrane, S Tiwari, V Tiwari, KV Tokmakov, C Tomlinson, M Tonelli, CV Torres, CI Torrie, D Töyrä, F Travasso, G Traylor, D Trifirò, MC Tringali, L Trozzo, M Tse, M Turconi, D Tuyenbayev, D Ugolini, CS Unnikrishnan, AL Urban, SA Usman, H Vahlbruch, G Vajente, G Valdes, N van Bakel, M van Beuzekom, JFJ van den Brand, C Van Den Broeck, DC Vander-Hyde, L van der Schaaf, JV van Heijningen, AA van Veggel, M Vardaro, S Vass, M Vasúth, R Vaulin, A Vecchio, G Vedovato, J Veitch, PJ Veitch, K Venkateswara, D Verkindt, F Vetrano, A Viceré, S Vinciguerra, DJ Vine, J-Y Vinet, S Vitale, T Vo, H Vocca, C Vorvick, D Voss, WD Vousden, SP Vyatchanin, AR Wade, LE Wade, M Wade, M Walker, L Wallace, S Walsh, G Wang, H Wang, M Wang, X Wang, Y Wang, RL Ward, J Warner, M Was, B Weaver, L-W Wei, M Weinert, AJ Weinstein, R Weiss, T Welborn, L Wen, P Weßels, T Westphal, K Wette, JT Whelan, DJ White, BF Whiting, RD Williams, AR Williamson, JL Willis, B Willke, MH Wimmer, W Winkler, CC Wipf, H Wittel, G Woan, J Worden, JL Wright, G Wu, J Yablon, W Yam, H Yamamoto, CC Yancey, MJ Yap, H Yu, M Yvert, A Zadrożny, L Zangrando, M Zanolin, J-P Zendri, M Zevin, F Zhang, L Zhang, M Zhang, Y Zhang, C Zhao, M Zhou, Z Zhou, XJ Zhu, ME Zucker, SE Zuraw, J Zweizig, J Allison, K Bannister, ME Bell, S Chatterjee, AP Chippendale, PG Edwards, L Harvey-Smith, Ian Heywood, A Hotan, B Indermuehle, J Marvil, D McConnell, T Murphy, A Popping, J Reynolds, RJ Sault, MA Voronkov, MT Whiting, AJ Castro-Tirado, R Cunniffe, M Jelínek, JC Tello, SR Oates, Y-D Hu, P Kubánek, S Guziy, A Castellón, A García-Cerezo, VF Muñoz, C Pérez del Pulgar, S Castillo-Carrión, JM Castro Cerón, R Hudec, MD Caballero-García, P Páta, S Vitek, JA Adame, S Konig, F Rendón, T de J Mateo Sanguino, R Fernández-Muñoz, PC Yock, N Rattenbury, WH Allen, R Querel, S Jeong, IH Park, J Bai, Ch Cui, Y Fan, Ch Wang, D Hiriart, WH Lee, A Claret, R Sánchez-Ramírez, SB Pandey, T Mediavilla, L Sabau-Graziati, TMC Abbott, FB Abdalla, S Allam, J Annis, R Armstrong, A Benoit-Lévy, E Berger, RA Bernstein, E Bertin, D Brout, E Buckley-Geer, DL Burke, D Capozzi, J Carretero, FJ Castander, R Chornock, PS Cowperthwaite, M Crocce, CE Cunha, CB D'Andrea, LN da Costa, S Desai, HT Diehl, JP Dietrich, Z Doctor, A Drlica-Wagner, MR Drout, TF Eifler, J Estrada, AE Evrard, E Fernandez, DA Finley, B Flaugher, RJ Foley, W-F Fong, P Fosalba, DB Fox, J Frieman, CL Fryer, E Gaztanaga, DW Gerdes, DA Goldstein, D Gruen, RA Gruendl, G Gutierrez, K Herner, K Honscheid, DJ James, MD Johnson, MWG Johnson, I Karliner, D Kasen, S Kent, R Kessler, AG Kim, MC Kind, K Kuehn, N Kuropatkin, O Lahav, TS Li, M Lima, H Lin, MAG Maia, R Margutti, J Marriner, P Martini, T Matheson, P Melchior, BD Metzger, CJ Miller, R Miquel, E Neilsen, RC Nichol, B Nord, P Nugent, R Ogando, D Petravick, AA Plazas, E Quataert, N Roe, AK Romer, A Roodman, AC Rosell, ES Rykoff, M Sako, E Sanchez, V Scarpine, R Schindler, M Schubnell, D Scolnic, I Sevilla-Noarbe, E Sheldon, N Smith, RC Smith, M Soares-Santos, F Sobreira, A Stebbins, E Suchyta, MEC Swanson, G Tarle, J Thaler, D Thomas, RC Thomas, DL Tucker, V Vikram, AR Walker, RH Wechsler, W Wester, B Yanny, Y Zhang, J Zuntz, V Connaughton, E Burns, A Goldstein, MS Briggs, B-B Zhang, CM Hui, P Jenke, CA Wilson-Hodge, PN Bhat, E Bissaldi, W Cleveland, G Fitzpatrick, MM Giles, MH Gibby, J Greiner, A von Kienlin, RM Kippen, S McBreen, B Mailyan, CA Meegan, WS Paciesas, RD Preece, O Roberts, L Sparke, M Stanbro, K Toelge, P Veres, H-F Yu, L Blackburn, M Ackermann, M Ajello, A Albert, B Anderson, WB Atwood, M Axelsson, L Baldini, G Barbiellini, D Bastieri, R Bellazzini, E Bissaldi, RD Blandford, ED Bloom, R Bonino, E Bottacini, TJ Brandt, P Bruel, S Buson, GA Caliandro, RA Cameron, M Caragiulo, PA Caraveo, E Cavazzuti, E Charles, A Chekhtman, J Chiang, G Chiaro, S Ciprini, J Cohen-Tanugi, LR Cominsky, F Costanza, A Cuoco, F D'Ammando, F de Palma, R Desiante, SW Digel, N Di Lalla, M Di Mauro, L Di Venere, A Domínguez, PS Drell, R Dubois, C Favuzzi, EC Ferrara, A Franckowiak, Y Fukazawa, S Funk, P Fusco, F Gargano, D Gasparrini, N Giglietto, P Giommi, F Giordano, M Giroletti, T Glanzman, G Godfrey, GA Gomez-Vargas, D Green, IA Grenier, JE Grove, S Guiriec, D Hadasch, AK Harding, E Hays, JW Hewitt, AB Hill, D Horan, T Jogler, G Jóhannesson, AS Johnson, S Kensei, D Kocevski, M Kuss, G La Mura, S Larsson, L Latronico, J Li, L Li, F Longo, F Loparco, MN Lovellette, P Lubrano, J Magill, S Maldera, A Manfreda, M Marelli, M Mayer, MN Mazziotta, JE McEnery, M Meyer, PF Michelson, N Mirabal, T Mizuno, AA Moiseev, ME Monzani, E Moretti, A Morselli, IV Moskalenko, M Negro, E Nuss, T Ohsugi, N Omodei, M Orienti, E Orlando, JF Ormes, D Paneque, JS Perkins, M Pesce-Rollins, F Piron, G Pivato, TA Porter, JL Racusin, S Rainò, R Rando, S Razzaque, A Reimer, O Reimer, D Salvetti, PM Saz Parkinson, C Sgrò, D Simone, EJ Siskind, F Spada, G Spandre, P Spinelli, DJ Suson, H Tajima, JB Thayer, DJ Thompson, L Tibaldo, DF Torres, E Troja, Y Uchiyama, TM Venters, G Vianello, KS Wood, M Wood, S Zhu, S Zimmer, E Brocato, E Cappellaro, S Covino, A Grado, L Nicastro, E Palazzi, E Pian, L Amati, LA Antonelli, M Capaccioli, P D'Avanzo, V D'Elia, F Getman, G Giuffrida, G Iannicola, L Limatola, M Lisi, S Marinoni, P Marrese, A Melandri, S Piranomonte, A Possenti, L Pulone, A Rossi, A Stamerra, L Stella, V Testa, L Tomasella, S Yang, A Bazzano, E Bozzo, S Brandt, TJ-L Courvoisier, C Ferrigno, L Hanlon, E Kuulkers, P Laurent, S Mereghetti, JP Roques, V Savchenko, P Ubertini, MM Kasliwal, LP Singer, Y Cao, G Duggan, SR Kulkarni, V Bhalerao, AA Miller, T Barlow, E Bellm, I Manulis, J Rana, R Laher, F Masci, J Surace, U Rebbapragada, D Cook, A Van Sistine, B Sesar, D Perley, R Ferreti, T Prince, R Kendrick, A Horesh, K Hurley, SV Golenetskii, RL Aptekar, DD Frederiks, DS Svinkin, A Rau, A von Kienlin, X Zhang, DM Smith, T Cline, H Krimm, F Abe, M Doi, K Fujisawa, KS Kawabata, T Morokuma, K Motohara, M Tanaka, K Ohta, K Yanagisawa, M Yoshida, C Baltay, D Rabinowitz, N Ellman, S Rostami, DF Bersier, MF Bode, CA Collins, CM Copperwheat, MJ Darnley, DK Galloway, A Gomboc, S Kobayashi, P Mazzali, CG Mundell, AS Piascik, Don Pollacco, IA Steele, K Ulaczyk, JW Broderick, RP Fender, PG Jonker, A Rowlinson, BW Stappers, RAMJ Wijers, V Lipunov, E Gorbovskoy, N Tyurina, V Kornilov, P Balanutsa, A Kuznetsov, D Buckley, R Rebolo, M Serra-Ricart, G Israelian, NM Budnev, O Gress, K Ivanov, V Poleshuk, A Tlatov, V Yurkov, N Kawai, M Serino, H Negoro, S Nakahira, T Mihara, H Tomida, S Ueno, H Tsunemi, M Matsuoka, S Croft, L Feng, TMO Franzen, BM Gaensler, M Johnston-Hollitt, DL Kaplan, MF Morales, SJ Tingay, RB Wayth, A Williams, SJ Smartt, KC Chambers, KW Smith, ME Huber, DR Young, DE Wright, A Schultz, L Denneau, H Flewelling, EA Magnier, N Primak, A Rest, A Sherstyuk, B Stalder, CW Stubbs, J Tonry, C Waters, M Willman, F Olivares E., H Campbell, R Kotak, J Sollerman, M Smith, M Dennefeld, JP Anderson, MT Botticella, T-W Chen, MD Valle, N Elias-Rosa, M Fraser, C Inserra, E Kankare, T Kupfer, J Harmanen, L Galbany, L Le Guillou, JD Lyman, K Maguire, A Mitra, M Nicholl, A Razza, G Terreran, S Valenti, A Gal-Yam, A Ćwiek, M Ćwiok, L Mankiewicz, R Opiela, M Zaremba, AF Żarnecki, CA Onken, RA Scalzo, BP Schmidt, C Wolf, F Yuan, PA Evans, JA Kennea, DN Burrows, S Campana, SB Cenko, P Giommi, FE Marshall, J Nousek, P O'Brien, JP Osborne, D Palmer, M Perri, M Siegel, G Tagliaferri, A Klotz, D Turpin, R Laugier, M Beroiz, T Peñuela, LM Macri, RJ Oelkers, DG Lambas, R Vrech, J Cabral, C Colazo, M Dominguez, B Sanchez, S Gurovich, M Lares, JL Marshall, DL DePoy, N Padilla, NA Pereyra, M Benacquista, NR Tanvir, K Wiersema, AJ Levan, D Steeghs, J Hjorth, JPU Fynbo, D Malesani, B Milvang-Jensen, D Watson, M Irwin, CG Fernandez, RG McMahon, M Banerji, E Gonzalez-Solares, S Schulze, A de U Postigo, CC Thoene, Z Cano, S RosswogA generalized approach for producing, quantifying, and validating citizen science data from wildlife images
Conservation biology : the journal of the Society for Conservation Biology Wiley 30:3 (2016) 520-531
Authors:
Alexandra Swanson, Margaret Kosmala, Chris Lintott, Craig PackerAbstract:
Citizen science has the potential to expand the scope and scale of research in ecology and conservation, but many professional researchers remain skeptical of data produced by nonexperts. We devised an approach for producing accurate, reliable data from untrained, nonexpert volunteers. On the citizen science website www.snapshotserengeti.org, more than 28,000 volunteers classified 1.51 million images taken in a large-scale camera-trap survey in Serengeti National Park, Tanzania. Each image was circulated to, on average, 27 volunteers, and their classifications were aggregated using a simple plurality algorithm. We validated the aggregated answers against a data set of 3829 images verified by experts and calculated 3 certainty metrics—level of agreement among classifications (evenness), fraction of classifications supporting the aggregated answer (fraction support), and fraction of classifiers who reported “nothing here” for an image that was ultimately classified as containing an animal (fraction blank)—to measure confidence that an aggregated answer was correct. Overall, aggregated volunteer answers agreed with the expert-verified data on 98% of images, but accuracy differed by species commonness such that rare species had higher rates of false positives and false negatives. Easily calculated analysis of variance and post-hoc Tukey tests indicated that the certainty metrics were significant indicators of whether each image was correctly classified or classifiable. Thus, the certainty metrics can be used to identify images for expert review. Bootstrapping analyses further indicated that 90% of images were correctly classified with just 5 volunteers per image. Species classifications based on the plurality vote of multiple citizen scientists can provide a reliable foundation for large-scale monitoring of African wildlife.Planet Hunters IX. KIC 8462852-where's the flux?
MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY 457:4 (2016) 3988-4004