Bias of damped Lyman-α systems from their cross-correlation with CMB lensing

Journal of Cosmology and Astroparticle Physics IOP Publishing 2018:April 2018 (2018) 053

Authors:

David Alonso, A Slosar, J Colosimo, A Font-Ribera

Abstract:

We cross-correlate the positions of damped Lyman-α systems (DLAs) and their parent quasar catalog with a convergence map derived from the Planck cosmic microwave background (CMB) temperature data. We make consistent measurements of the lensing signal of both samples in both Fourier and configuration space. By interpreting the excess signal present in the DLA catalog with respect to the parent quasar catalog as caused by the large scale structure traced by DLAs, we are able to infer the bias of these objects: bDLA=2.6±0.9. These results are consistent with previous measurements made in cross-correlation with the Lyman-α forest, although the current noise in the lensing data and the low number density of DLAs limits the constraining power of this measurement. We discuss the robustness of the analysis with respect to a number different systematic effects and forecast prospects of carrying out this measurement with data from future experiments.

Erratum for the Report “A precise measurement of the magnetic field in the corona of the black hole binary V404 Cygni” by Y. Dallilar, S. S. Eikenberry, A. Garner, R. D. Stelter, A. Gottlieb, P. Gandhi, P. Casella, V. S. Dhillon, T. R. Marsh, S. P. Littlefair, L. Hardy, R. Fender, K. Mooley, D. J. Walton, F. Fuerst, M. Bachetti, A. J. Castro-Tirado, M. Charcos, M. L. Edwards, N. M. Lasso-Cabrera, A. Marin-Franch, S. N. Raines, K. Ackley, J. G. Bennett, A. J. Cenarro, B. Chinn, H. V. Donoso, R. Frommeyer, K. Hanna, M. D. Herlevich, J. Julian, P. Miller, S. Mullin, C. H. Murphey, C. Packham, F. Varosi, C. Vega, C. Warner, A. N. Ramaprakash, M. Burse, S. Punnadi, P. Chordia, A. Gerarts, H. de Paz Martín, M. Martín Calero, R. Scarpa, S. Fernandez Acosta, W. M. Hernández Sánchez, B. Siegel, F. Francisco Pérez, H. D. Viera Martín, J. A. Rodríguez Losada, A. Nuñez, Á. Tejero, C. E. Martín González, C. Cabrera Rodríguez, J. Molgó, J. Esteban Rodriguez, J. I. Fernández Cáceres, L. A. Rodríguez García, M. Huertas Lopez, R. Dominguez, T. Gaggstatter, A. Cabrera Lavers, S. Geier, P. Pessev, A. Sarajedini

Science American Association for the Advancement of Science (AAAS) (2018)

Authors:

Y Dallilar, SS Eikenberry, A Garner, D Stelter, A Gottlieb, P Gandhi, P Casella, VS Dhillon, TR Marsh, SP Littlefair, L Hardy, ROBERT Fender, K Mooley, DJ Walton, F Fuerst, M Bachetti, AJ Castro-Tirado, M Charcos, ML Edwards, NM Lasso-Cabrera, A Marin-Franch, Raines, K Ackley, JG Bennett, AJ Cenarro, B Chinn, HV Donoso, R Frommeyer, K Hanna, Herlevich, J Julian, P Miller, S Mullin, CH Murphey, C Packham, F Varosi, C Vega, C Warner, AN Ramaprakash, M Burse, S Punnadi, P Chordia, A Gerarts, HDP Martin, MM Calero, R Scarpa, SF Acosta, WMH Sanchez, B Siegel, FF Perez

Search for High-Mass Resonances Decaying to τν in pp Collisions at s=13 TeV with the ATLAS Detector

Physical Review Letters American Physical Society (APS) 120:16 (2018) 161802

Authors:

M Aaboud, G Aad, B Abbott, O Abdinov, B Abeloos, SH Abidi, OS AbouZeid, NL Abraham, H Abramowicz, H Abreu, Y Abulaiti, BS Acharya, S Adachi, L Adamczyk, J Adelman, M Adersberger, T Adye, AA Affolder, Y Afik, C Agheorghiesei, JA Aguilar-Saavedra, SP Ahlen, F Ahmadov, G Aielli, S Akatsuka, TPA Åkesson, E Akilli, AV Akimov, GL Alberghi, J Albert, P Albicocco, MJ Alconada Verzini, S Alderweireldt, M Aleksa, IN Aleksandrov, C Alexa, G Alexander, T Alexopoulos, M Alhroob, B Ali, M Aliev, G Alimonti, J Alison, SP Alkire, C Allaire, BMM Allbrooke, BW Allen, PP Allport, A Aloisio, A Alonso, F Alonso, C Alpigiani, AA Alshehri, MI Alstaty, B Alvarez Gonzalez, D Álvarez Piqueras, MG Alviggi, BT Amadio, Y Amaral Coutinho, L Ambroz, C Amelung, D Amidei, SP Amor Dos Santos, S Amoroso, CS Amrouche, C Anastopoulos, LS Ancu, N Andari, T Andeen, CF Anders, JK Anders, KJ Anderson, A Andreazza, V Andrei, S Angelidakis, I Angelozzi, A Angerami, AV Anisenkov, A Annovi, C Antel, MT Anthony, M Antonelli, DJ Antrim, F Anulli, M Aoki, L Aperio Bella, G Arabidze, Y Arai, JP Araque, V Araujo Ferraz, R Araujo Pereira, ATH Arce, RE Ardell, FA Arduh, J-F Arguin, S Argyropoulos, AJ Armbruster, LJ Armitage, O Arnaez, H Arnold, M Arratia, O Arslan, A Artamonov, G Artoni, S Artz, S Asai, N Asbah, A Ashkenazi, EM Asimakopoulou, L Asquith, K Assamagan, R Astalos, RJ Atkin, M Atkinson, NB Atlay, K Augsten, G Avolio, R Avramidou, B Axen, MK Ayoub, G Azuelos, AE Baas, MJ Baca, H Bachacou, K Bachas, M Backes, P Bagnaia, M Bahmani, H Bahrasemani, JT Baines, M Bajic, OK Baker, PJ Bakker, D Bakshi Gupta, EM Baldin, P Balek, F Balli, WK Balunas, E Banas, A Bandyopadhyay, Sw Banerjee, AAE Bannoura, L Barak, WM Barbe, EL Barberio, D Barberis, M Barbero, T Barillari, M-S Barisits, JT Barkeloo, T Barklow, N Barlow, R Barnea, SL Barnes, BM Barnett, RM Barnett, Z Barnovska-Blenessy, A Baroncelli, G Barone, AJ Barr, L Barranco Navarro, F Barreiro, J Barreiro Guimarães da Costa, R Bartoldus, AE Barton, P Bartos, A Basalaev, A Bassalat, RL Bates, SJ Batista, JR Batley, M Battaglia, M Bauce, F Bauer, KT Bauer, HS Bawa, JB Beacham, MD Beattie, T Beau, PH Beauchemin, P Bechtle, HP Beck, HC Beck, K Becker, M Becker, C Becot, AJ Beddall, A Beddall, VA Bednyakov, M Bedognetti, CP Bee, TA Beermann, M Begalli, M Begel, A Behera, JK Behr, AS Bell, G Bella, L Bellagamba, A Bellerive, M Bellomo, K Belotskiy, NL Belyaev, O Benary, D Benchekroun, M Bender, N Benekos, Y Benhammou, E Benhar Noccioli, J Benitez, DP Benjamin, M Benoit, JR Bensinger, S Bentvelsen, L Beresford, M Beretta, D Berge, E Bergeaas Kuutmann, N Berger, LJ Bergsten, J Beringer, S Berlendis, NR Bernard, G Bernardi, C Bernius, FU Bernlochner, T Berry, P Berta, C Bertella, G Bertoli, IA Bertram, C Bertsche, GJ Besjes, O Bessidskaia Bylund, M Bessner, N Besson, A Bethani, S Bethke, A Betti, AJ Bevan, J Beyer, RM Bianchi, O Biebel, D Biedermann, R Bielski, K Bierwagen, NV Biesuz, M Biglietti, TRV Billoud, M Bindi, A Bingul, C Bini, S Biondi, T Bisanz, C Bittrich, DM Bjergaard, JE Black, KM Black, RE Blair, T Blazek, I Bloch, C Blocker, A Blue, U Blumenschein, Blunier, GJ Bobbink, VS Bobrovnikov, SS Bocchetta, A Bocci, C Bock, D Boerner, D Bogavac, AG Bogdanchikov, C Bohm, V Boisvert, P Bokan, T Bold, AS Boldyrev, AE Bolz, M Bomben, M Bona, JS Bonilla, M Boonekamp, A Borisov, G Borissov, J Bortfeldt, D Bortoletto, V Bortolotto, D Boscherini, M Bosman, JD Bossio Sola, J Boudreau, EV Bouhova-Thacker, D Boumediene, C Bourdarios, SK Boutle, A Boveia, J Boyd, IR Boyko, AJ Bozson, J Bracinik, N Brahimi, A Brandt, G Brandt, O Brandt, F Braren, U Bratzler, B Brau, JE Brau, WD Breaden Madden, K Brendlinger, AJ Brennan, L Brenner, R Brenner, S Bressler, DL Briglin, TM Bristow, D Britton, D Britzger, I Brock, R Brock, G Brooijmans, T Brooks, WK Brooks, E Brost, JH Broughton, PA Bruckman de Renstrom, D Bruncko, A Bruni, G Bruni, LS Bruni, S Bruno, BH Brunt, M Bruschi, N Bruscino, P Bryant, L Bryngemark, T Buanes, Q Buat, P Buchholz, AG Buckley, IA Budagov, F Buehrer, MK Bugge, O Bulekov, D Bullock, TJ Burch, S Burdin, CD Burgard, AM Burger, B Burghgrave, K Burka, S Burke, I Burmeister, JTP Burr, D Büscher, V Büscher, E Buschmann, P Bussey, JM Butler, CM Buttar, JM Butterworth, P Butti, W Buttinger, A Buzatu, AR Buzykaev, G Cabras, S Cabrera Urbán, D Caforio, H Cai, VMM Cairo, O Cakir, N Calace, P Calafiura, A Calandri, G Calderini, P Calfayan, G Callea, LP Caloba, S Calvente Lopez, D Calvet, S Calvet, TP Calvet, M Calvetti, R Camacho Toro, S Camarda, P Camarri, D Cameron, R Caminal Armadans, C Camincher, S Campana, M Campanelli, A Camplani, A Campoverde, V Canale, M Cano Bret, J Cantero, T Cao, Y Cao, MDM Capeans Garrido, I Caprini, M Caprini, M Capua, RM Carbone, R Cardarelli, F Cardillo, I Carli, T Carli, G Carlino, BT Carlson, L Carminati, RMD Carney, S Caron, E Carquin, S Carrá, GD Carrillo-Montoya, D Casadei, MP Casado, AF Casha, M Casolino, DW Casper, R Castelijn, V Castillo Gimenez, NF Castro, A Catinaccio, JR Catmore, A Cattai, J Caudron, V Cavaliere, E Cavallaro, D Cavalli, M Cavalli-Sforza, V Cavasinni, E Celebi, F Ceradini, L Cerda Alberich, AS Cerqueira, A Cerri, L Cerrito, F Cerutti, A Cervelli, SA Cetin, A Chafaq, D Chakraborty, SK Chan, WS Chan, YL Chan, P Chang, JD Chapman, DG Charlton, CC Chau, CA Chavez Barajas, S Che, A Chegwidden, S Chekanov, SV Chekulaev, GA Chelkov, MA Chelstowska, C Chen, C Chen, H Chen, J Chen, J Chen, S Chen, S Chen, X Chen, Y Chen, Y-H Chen, HC Cheng, HJ Cheng, A Cheplakov, E Cheremushkina, R Cherkaoui El Moursli, E Cheu, K Cheung, L Chevalier, V Chiarella, G Chiarelli, G Chiodini, AS Chisholm, A Chitan, I Chiu, YH Chiu, MV Chizhov, K Choi, AR Chomont, S Chouridou, YS Chow, V Christodoulou, MC Chu, J Chudoba, AJ Chuinard, JJ Chwastowski, L Chytka, D Cinca, V Cindro, IA Cioară, A Ciocio, F Cirotto, ZH Citron, M Citterio, A Clark, MR Clark, PJ Clark, RN Clarke, C Clement, Y Coadou, M Cobal, A Coccaro, J Cochran, L Colasurdo, B Cole, AP Colijn, J Collot, P Conde Muiño, E Coniavitis, SH Connell, IA Connelly, S Constantinescu, F Conventi, AM Cooper-Sarkar, F Cormier, KJR Cormier, M Corradi, EE Corrigan, F Corriveau, A Cortes-Gonzalez, MJ Costa, D Costanzo, G Cottin, G Cowan, BE Cox, J Crane, K Cranmer, SJ Crawley, RA Creager, G Cree, S Crépé-Renaudin, F Crescioli, M Cristinziani, V Croft, G Crosetti, A Cueto, T Cuhadar Donszelmann, AR Cukierman, M Curatolo, J Cúth, S Czekierda, P Czodrowski, G D’amen, S D’Auria, L D’eramo, M D’Onofrio, MJ Da Cunha Sargedas De Sousa, C Da Via, W Dabrowski, T Dado, S Dahbi, T Dai, O Dale, F Dallaire, C Dallapiccola, M Dam, JR Dandoy, MF Daneri, NP Dang, NS Dann, M Danninger, V Dao, G Darbo, S Darmora, O Dartsi, A Dattagupta, T Daubney, W Davey, C David, T Davidek, DR Davis, E Dawe, I Dawson, 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, A De Maria, D De Pedis, A De Salvo, U De Sanctis, A De Santo, K De Vasconcelos Corga, JB De Vivie De Regie, C Debenedetti, DV Dedovich, N Dehghanian, M Del Gaudio, J Del Peso, D Delgove, F Deliot, CM Delitzsch, A Dell’Acqua, L Dell’Asta, M Della Pietra, D della Volpe, M Delmastro, C Delporte, PA Delsart, DA DeMarco, S Demers, M Demichev, SP Denisov, D Denysiuk, D Derendarz, JE Derkaoui, F Derue, P Dervan, K Desch, C Deterre, K Dette, MR Devesa, PO Deviveiros, A Dewhurst, S Dhaliwal, FA Di Bello, A Di Ciaccio, L Di Ciaccio, WK Di Clemente, C Di Donato, A Di Girolamo, B Di Micco, R Di Nardo, KF Di Petrillo, A Di Simone, R Di Sipio, D Di Valentino, C Diaconu, M Diamond, FA Dias, T Dias do Vale, MA Diaz, J Dickinson, EB Diehl, J Dietrich, S Díez Cornell, A Dimitrievska, J Dingfelder, F Dittus, F Djama, T Djobava, JI Djuvsland, MAB do Vale, M Dobre, D Dodsworth, C Doglioni, J Dolejsi, Z Dolezal, M Donadelli, J Donini, J Dopke, A Doria, MT Dova, AT Doyle, E Drechsler, E Dreyer, T Dreyer, M Dris, Y Du, J Duarte-Campderros, F Dubinin, A Dubreuil, E Duchovni, G Duckeck, A Ducourthial, OA Ducu, D Duda, A Dudarev, A Chr Dudder, EM Duffield, L Duflot, M Dührssen, C Dulsen, M Dumancic, AE Dumitriu, AK Duncan, M Dunford, A Duperrin, H Duran Yildiz, M Düren, A Durglishvili, D Duschinger, B Dutta, D Duvnjak, M Dyndal, BS Dziedzic, C Eckardt, KM Ecker, RC Edgar, T Eifert, G Eigen, K Einsweiler, T Ekelof, M El Kacimi, R El Kosseifi, V Ellajosyula, M Ellert, F Ellinghaus, AA Elliot, N Ellis, J Elmsheuser, M Elsing, D Emeliyanov, Y Enari, JS Ennis, MB Epland, J Erdmann, A Ereditato, S Errede, M Escalier, C Escobar, B Esposito, O Estrada Pastor, AI Etienvre, E Etzion, H Evans, A Ezhilov, M Ezzi, F Fabbri, L Fabbri, V Fabiani, G Facini, RM Fakhrutdinov, S Falciano, PJ Falke, S Falke, J Faltova, Y Fang, M Fanti, A Farbin, A Farilla, EM Farina, T Farooque, S Farrell, SM Farrington, P Farthouat, F Fassi, P Fassnacht, D Fassouliotis, M Faucci Giannelli, A Favareto, WJ Fawcett, L Fayard, OL Fedin, W Fedorko, M Feickert, S Feigl, L Feligioni, C Feng, EJ Feng, M Feng, MJ Fenton, AB Fenyuk, L Feremenga, J Ferrando, A Ferrari, P Ferrari, R Ferrari, DE Ferreira de Lima, A Ferrer, D Ferrere, C Ferretti, F Fiedler, A Filipčič, F Filthaut, M Fincke-Keeler, KD Finelli, MCN Fiolhais, L Fiorini, C Fischer, J Fischer, WC Fisher, N Flaschel, I Fleck, P Fleischmann, RRM Fletcher, T Flick, BM Flierl, LM Flores, LR Flores Castillo, N Fomin, GT Forcolin, A Formica, FA Förster, A Forti, AG Foster, D Fournier, H Fox, S Fracchia, P Francavilla, M Franchini, S Franchino, D Francis, L Franconi, M Franklin, M Frate, M Fraternali, D Freeborn, SM Fressard-Batraneanu, B Freund, WS Freund, D Froidevaux, JA Frost, C Fukunaga, T Fusayasu, J Fuster, O Gabizon, A Gabrielli, A Gabrielli, GP Gach, S Gadatsch, S Gadomski, P Gadow, G Gagliardi, LG Gagnon, C Galea, B Galhardo, EJ Gallas, BJ Gallop, P Gallus, G Galster, R Gamboa Goni, KK Gan, S Ganguly, Y Gao, YS Gao, FM Garay Walls, C García, JE García Navarro, JA García Pascual, M Garcia-Sciveres, RW Gardner, N Garelli, V Garonne, K Gasnikova, A Gaudiello, G Gaudio, IL Gavrilenko, A Gavrilyuk, C Gay, G Gaycken, EN Gazis, CNP Gee, J Geisen, M Geisen, MP Geisler, K Gellerstedt, C Gemme, MH Genest, C Geng, S Gentile, C Gentsos, S George, D Gerbaudo, G Geßner, S Ghasemi, M Ghneimat, B Giacobbe, S Giagu, N Giangiacomi, P Giannetti, SM Gibson, M Gignac, D Gillberg, G Gilles, DM Gingrich, MP Giordani, FM Giorgi, PF Giraud, P Giromini, G Giugliarelli, D Giugni, F Giuli, M Giulini, S Gkaitatzis, I Gkialas, EL Gkougkousis, P Gkountoumis, LK Gladilin, C Glasman, J Glatzer, PCF Glaysher, A Glazov, M Goblirsch-Kolb, J Godlewski, S Goldfarb, T Golling, D Golubkov, A Gomes, R Gonçalo, R Goncalves Gama, G Gonella, L Gonella, A Gongadze, F Gonnella, JL Gonski, S González de la Hoz, S Gonzalez-Sevilla, L Goossens, PA Gorbounov, HA Gordon, B Gorini, E Gorini, A Gorišek, AT Goshaw, C Gössling, MI Gostkin, CA Gottardo, CR Goudet, D Goujdami, AG Goussiou, N Govender, C Goy, E Gozani, I Grabowska-Bold, POJ Gradin, EC Graham, J Gramling, E Gramstad, S Grancagnolo, V Gratchev, PM Gravila, C Gray, HM Gray, ZD Greenwood, C Grefe, K Gregersen, IM Gregor, P Grenier, K Grevtsov, J Griffiths, AA Grillo, K Grimm, S Grinstein, Ph Gris, J-F Grivaz, S Groh, E Gross, J Grosse-Knetter, GC Grossi, ZJ Grout, A Grummer, L Guan, W Guan, J Guenther, A Guerguichon, F Guescini, D Guest, O Gueta, R Gugel, B Gui, T Guillemin, S Guindon, U Gul, C Gumpert, J Guo, W Guo, Y Guo, R Gupta, S Gurbuz, G Gustavino, BJ Gutelman, P Gutierrez, NG Gutierrez Ortiz, C Gutschow, C Guyot, MP Guzik, C Gwenlan, CB Gwilliam, A Haas, C Haber, HK Hadavand, N Haddad, A Hadef, S Hageböck, M Hagihara, H Hakobyan, M Haleem, J Haley, G Halladjian, GD Hallewell, K Hamacher, P Hamal, K Hamano, A Hamilton, GN Hamity, K Han, L Han, S Han, K Hanagaki, M Hance, DM Handl, B Haney, R Hankache, P Hanke, E Hansen, JB Hansen, JD Hansen, MC Hansen, PH Hansen, K Hara, AS Hard, T Harenberg, S Harkusha, PF Harrison, NM Hartmann, Y Hasegawa, A Hasib, S Hassani, S Haug, R Hauser, L Hauswald, LB Havener, M Havranek, CM Hawkes, RJ Hawkings, D Hayden, C Hayes, CP Hays, JM Hays, HS Hayward, SJ Haywood, MP Heath, V Hedberg, L Heelan, S Heer, KK Heidegger, S Heim, T Heim, B Heinemann, JJ Heinrich, L Heinrich, C Heinz, J Hejbal, L Helary, A Held, S Hellesund, S Hellman, C Helsens, RCW Henderson, Y Heng, S Henkelmann, AM Henriques Correia, GH Herbert, H Herde, V Herget, Y Hernández Jiménez, H Herr, G Herten, R Hertenberger, L Hervas, TC Herwig, GG Hesketh, NP Hessey, JW Hetherly, S Higashino, E Higón-Rodriguez, K Hildebrand, E Hill, JC Hill, KH Hiller, SJ Hillier, M Hils, I Hinchliffe, M Hirose, D Hirschbuehl, B Hiti, O Hladik, DR Hlaluku, X Hoad, J Hobbs, N Hod, MC Hodgkinson, A Hoecker, MR Hoeferkamp, F Hoenig, D Hohn, D Hohov, TR Holmes, M Holzbock, M Homann, S Honda, T Honda, TM Hong, BH Hooberman, WH Hopkins, Y Horii, AJ Horton, LA Horyn, J-Y Hostachy, A Hostiuc, S Hou, A Hoummada, J Howarth, J Hoya, M Hrabovsky, J Hrdinka, I Hristova, J Hrivnac, T Hryn’ova, A Hrynevich, PJ Hsu, S-C Hsu, Q Hu, S Hu, Y Huang, Z Hubacek, F Hubaut, M Huebner, F Huegging, TB Huffman, EW Hughes, M Huhtinen, RFH Hunter, P Huo, AM Hupe, N Huseynov, J Huston, J Huth, R Hyneman, G Iacobucci, G Iakovidis, I Ibragimov, L Iconomidou-Fayard, Z Idrissi, P Iengo, R Ignazzi, O Igonkina, R Iguchi, T Iizawa, Y Ikegami, M Ikeno, D Iliadis, N Ilic, F Iltzsche, G Introzzi, M Iodice, K Iordanidou, V Ippolito, MF Isacson, N Ishijima, M Ishino, M Ishitsuka, C Issever, S Istin, F Ito, JM Iturbe Ponce, R Iuppa, A Ivina, H Iwasaki, JM Izen, V Izzo, S Jabbar, P Jacka, P Jackson, RM Jacobs, V Jain, G Jakel, KB Jakobi, K Jakobs, S Jakobsen, T Jakoubek, DO Jamin, DK Jana, R Jansky, J Janssen, M Janus, PA Janus, G Jarlskog, N Javadov, T Javůrek, M Javurkova, F Jeanneau, L Jeanty, J Jejelava, A Jelinskas, P Jenni, J Jeong, C Jeske, S Jézéquel, H Ji, J Jia, H Jiang, Y Jiang, Z Jiang, S Jiggins, FA Jimenez Morales, J Jimenez Pena, S Jin, A Jinaru, O Jinnouchi, H Jivan, P Johansson, KA Johns, CA Johnson, WJ Johnson, K Jon-And, RWL Jones, SD Jones, S Jones, TJ Jones, J Jongmanns, PM Jorge, J Jovicevic, X Ju, JJ Junggeburth, A Juste Rozas, A Kaczmarska, M Kado, H Kagan, M Kagan, T Kaji, E Kajomovitz, CW Kalderon, A Kaluza, S Kama, A Kamenshchikov, L Kanjir, Y Kano, VA Kantserov, J Kanzaki, B Kaplan, LS Kaplan, D Kar, K Karakostas, N Karastathis, MJ Kareem, E Karentzos, SN Karpov, ZM Karpova, 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, EF Kay, VF Kazanin, R Keeler, R Kehoe, JS Keller, E Kellermann, JJ Kempster, J Kendrick, O Kepka, BP Kerševan, S Kersten, RA Keyes, M Khader, F Khalil-zada, A Khanov, AG Kharlamov, T Kharlamova, A Khodinov, TJ Khoo, V Khovanskiy, E Khramov, J Khubua, S Kido, M Kiehn, CR Kilby, HY Kim, SH Kim, YK Kim, N Kimura, OM Kind, BT King, D Kirchmeier, J Kirk, AE Kiryunin, T Kishimoto, D Kisielewska, V Kitali, O Kivernyk, E Kladiva, T Klapdor-Kleingrothaus, MH Klein, M Klein, U Klein, K Kleinknecht, P Klimek, A Klimentov, R Klingenberg, T Klingl, T Klioutchnikova, FF Klitzner, E-E Kluge, P Kluit, S Kluth, E Kneringer, EBFG Knoops, A Knue, A Kobayashi, D Kobayashi, T Kobayashi, M Kobel, M Kocian, P Kodys, T Koffas, E Koffeman, NM Köhler, T Koi, M Kolb, I Koletsou, T Kondo, N Kondrashova, K Köneke, AC König, T Kono, R Konoplich, N Konstantinidis, B Konya, R Kopeliansky, S Koperny, K Korcyl, K Kordas, A Korn, I Korolkov, EV Korolkova, O Kortner, S Kortner, T Kosek, VV Kostyukhin, A Kotwal, A Koulouris, A Kourkoumeli-Charalampidi, C Kourkoumelis, E Kourlitis, V Kouskoura, AB Kowalewska, R Kowalewski, TZ Kowalski, C Kozakai, W Kozanecki, AS Kozhin, VA Kramarenko, G Kramberger, D Krasnopevtsev, MW Krasny, A Krasznahorkay, D Krauss, JA Kremer, J Kretzschmar, K Kreutzfeldt, P Krieger, K Krizka, K Kroeninger, H Kroha, J Kroll, J Kroll, J Kroseberg, J Krstic, U Kruchonak, H Krüger, N Krumnack, MC Kruse, T Kubota, S Kuday, JT Kuechler, S Kuehn, A Kugel, F Kuger, T Kuhl, V Kukhtin, R Kukla, Y Kulchitsky, S Kuleshov, YP Kulinich, M Kuna, T Kunigo, A Kupco, T Kupfer, O Kuprash, H Kurashige, LL Kurchaninov, YA Kurochkin, MG Kurth, ES Kuwertz, M Kuze, J Kvita, T Kwan, A La Rosa, JL La Rosa Navarro, L La Rotonda, F La Ruffa, C Lacasta, F Lacava, J Lacey, DPJ Lack, H Lacker, D Lacour, E Ladygin, R Lafaye, B Laforge, S Lai, S Lammers, W Lampl, E Lançon, U Landgraf, MPJ Landon, MC Lanfermann, VS Lang, JC Lange, RJ Langenberg, AJ Lankford, F Lanni, K Lantzsch, A Lanza, A Lapertosa, S Laplace, JF Laporte, T Lari, F Lasagni Manghi, M Lassnig, TS Lau, A Laudrain, AT Law, P Laycock, M Lazzaroni, B Le, O Le Dortz, E Le Guirriec, EP Le Quilleuc, M LeBlanc, T LeCompte, F Ledroit-Guillon, CA Lee, GR Lee, SC Lee, L Lee, B Lefebvre, M Lefebvre, F Legger, C Leggett, G Lehmann Miotto, WA Leight, A Leisos, MAL Leite, R Leitner, D Lellouch, B Lemmer, KJC Leney, T Lenz, B Lenzi, R Leone, S Leone, C Leonidopoulos, G Lerner, C Leroy, R Les, AAJ Lesage, CG Lester, M Levchenko, J Levêque, D Levin, LJ Levinson, M Levy, D Lewis, B Li, C-Q Li, H Li, L Li, Q Li, Q Li, S Li, X Li, Y Li, Z Liang, B Liberti, A Liblong, K Lie, A Limosani, CY Lin, K Lin, SC Lin, TH Lin, RA Linck, BE Lindquist, AE Lionti, E Lipeles, A Lipniacka, M Lisovyi, TM Liss, A Lister, AM Litke, JD Little, B Liu, B Liu, H Liu, H Liu, JKK Liu, JB Liu, K Liu, M Liu, P Liu, YL Liu, Y Liu, M Livan, A Lleres, J Llorente Merino, SL Lloyd, CY Lo, F Lo Sterzo, EM Lobodzinska, P Loch, FK Loebinger, A Loesle, KM Loew, T Lohse, K Lohwasser, M Lokajicek, BA Long, JD Long, RE Long, L Longo, KA Looper, JA Lopez, I Lopez Paz, A Lopez Solis, J Lorenz, N Lorenzo Martinez, M Losada, PJ Lösel, X Lou, X Lou, A Lounis, J Love, PA Love, JJ Lozano Bahilo, H Lu, N Lu, YJ Lu, HJ Lubatti, C Luci, A Lucotte, C Luedtke, F Luehring, I Luise, W Lukas, L Luminari, B Lund-Jensen, MS Lutz, PM Luzi, D Lynn, R Lysak, E Lytken, F Lyu, V Lyubushkin, H Ma, L L., Y Ma, G Maccarrone, A Macchiolo, CM Macdonald, B Maček, J Machado Miguens, D Madaffari, R Madar, WF Mader, A Madsen, N Madysa, J Maeda, S Maeland, T Maeno, AS Maevskiy, V Magerl, C Maidantchik, T Maier, A Maio, O Majersky, S Majewski, Y Makida, N Makovec, B Malaescu, Pa Malecki, VP Maleev, F Malek, U Mallik, D Malon, C Malone, S Maltezos, S Malyukov, J Mamuzic, G Mancini, I Mandić, J Maneira, L Manhaes de Andrade Filho, J Manjarres Ramos, KH Mankinen, A Mann, A Manousos, B Mansoulie, JD Mansour, R Mantifel, M Mantoani, S Manzoni, G Marceca, L March, L Marchese, G Marchiori, M Marcisovsky, CA Marin Tobon, M Marjanovic, DE Marley, F Marroquim, Z Marshall, MUF Martensson, S Marti-Garcia, CB Martin, TA Martin, VJ Martin, B Martin dit Latour, M Martinez, VI Martinez Outschoorn, S Martin-Haugh, VS Martoiu, AC Martyniuk, A Marzin, L Masetti, T Mashimo, R Mashinistov, J Masik, AL Maslennikov, LH Mason, L Massa, P Mastrandrea, A Mastroberardino, T Masubuchi, P Mättig, J Maurer, SJ Maxfield, DA Maximov, R Mazini, I Maznas, SM Mazza, NC Mc Fadden, G Mc Goldrick, SP Mc Kee, A McCarn, TG McCarthy, LI McClymont, EF McDonald, JA Mcfayden, G Mchedlidze, MA McKay, KD McLean, SJ McMahon, PC McNamara, CJ McNicol, RA McPherson, ZA Meadows, S Meehan, TJ Megy, S Mehlhase, A Mehta, T Meideck, K Meier, B Meirose, D Melini, BR Mellado Garcia, JD Mellenthin, M Melo, F Meloni, A Melzer, SB Menary, L Meng, XT Meng, A Mengarelli, S Menke, E Meoni, S Mergelmeyer, C Merlassino, P Mermod, L Merola, C Meroni, FS Merritt, A Messina, J Metcalfe, AS Mete, C Meyer, J-P Meyer, J Meyer, H Meyer Zu Theenhausen, F Miano, RP Middleton, L Mijović, G Mikenberg, M Mikestikova, M Mikuž, M Milesi, A Milic, DA Millar, DW Miller, A Milov, DA Milstead, AA Minaenko, IA Minashvili, AI Mincer, B Mindur, M Mineev, Y Minegishi, Y Ming, LM Mir, A Mirto, KP Mistry, T Mitani, J Mitrevski, VA Mitsou, A Miucci, PS Miyagawa, A Mizukami, JU Mjörnmark, T Mkrtchyan, M Mlynarikova, T Moa, K Mochizuki, P Mogg, S Mohapatra, S Molander, R Moles-Valls, MC Mondragon, K Mönig, J Monk, E Monnier, A Montalbano, J Montejo Berlingen, F Monticelli, S Monzani, RW Moore, N Morange, D Moreno, M Moreno Llácer, P Morettini, M Morgenstern, S Morgenstern, D Mori, T Mori, M Morii, M Morinaga, V Morisbak, AK Morley, G Mornacchi, JD Morris, L Morvaj, P Moschovakos, M Mosidze, HJ Moss, J Moss, K Motohashi, R Mount, E Mountricha, EJW Moyse, S Muanza, F Mueller, J Mueller, RSP Mueller, D Muenstermann, P Mullen, GA Mullier, FJ Munoz Sanchez, P Murin, WJ Murray, A Murrone, M Muškinja, C Mwewa, AG Myagkov, J Myers, M Myska, BP Nachman, O Nackenhorst, K Nagai, R Nagai, K Nagano, Y Nagasaka, K Nagata, M Nagel, E Nagy, AM Nairz, Y Nakahama, K Nakamura, T Nakamura, I Nakano, F Napolitano, RF Naranjo Garcia, R Narayan, DI Narrias Villar, I Naryshkin, T Naumann, G Navarro, R Nayyar, HA Neal, P Yu Nechaeva, TJ Neep, A Negri, M Negrini, S Nektarijevic, C Nellist, ME Nelson, S Nemecek, P Nemethy, M Nessi, MS Neubauer, M Neumann, PR Newman, TY Ng, YS Ng, HDN Nguyen, T Nguyen Manh, E Nibigira, RB Nickerson, R Nicolaidou, J Nielsen, N Nikiforou, V Nikolaenko, I Nikolic-Audit, K Nikolopoulos, P Nilsson, Y Ninomiya, A Nisati, N Nishu, R Nisius, I Nitsche, T Nitta, T Nobe, Y Noguchi, M Nomachi, I Nomidis, MA Nomura, T Nooney, M Nordberg, N Norjoharuddeen, T Novak, O Novgorodova, R Novotny, M Nozaki, L Nozka, K Ntekas, E Nurse, F Nuti, K O’Connor, DC O’Neil, AA O’Rourke, V O’Shea, FG Oakham, H Oberlack, T Obermann, J Ocariz, A Ochi, I Ochoa, JP Ochoa-Ricoux, S Oda, S Odaka, A Oh, SH Oh, CC Ohm, H Ohman, H Oide, H Okawa, Y Okazaki, Y Okumura, T Okuyama, A Olariu, LF Oleiro Seabra, SA Olivares Pino, D Oliveira Damazio, JL Oliver, MJR Olsson, A Olszewski, J Olszowska, A Onofre, K Onogi, PUE Onyisi, H Oppen, MJ Oreglia, Y Oren, D Orestano, EC Orgill, N Orlando, RS Orr, B Osculati, R Ospanov, G Otero Y Garzon, H Otono, M Ouchrif, F Ould-Saada, A Ouraou, KP Oussoren, Q Ouyang, M Owen, RE Owen, VE Ozcan, N Ozturk, K Pachal, A Pacheco Pages, L Pacheco Rodriguez, C Padilla Aranda, S Pagan Griso, M Paganini, F Paige, G Palacino, S Palazzo, S Palestini, M Palka, D Pallin, I Panagoulias, CE Pandini, JG Panduro Vazquez, P Pani, L Paolozzi, Th D Papadopoulou, K Papageorgiou, A Paramonov, D Paredes Hernandez, B Parida, AJ Parker, MA Parker, KA Parker, F Parodi, JA Parsons, U Parzefall, VR Pascuzzi, JM Pasner, E Pasqualucci, S Passaggio, Pastore, P Pasuwan, S Pataraia, JR Pater, A Pathak, T Pauly, B Pearson, S Pedraza Lopez, R Pedro, SV Peleganchuk, O Penc, C Peng, H Peng, J Penwell, BS Peralva, MM Perego, AP Pereira Peixoto, DV Perepelitsa, F Peri, L Perini, H Pernegger, S Perrella, VD Peshekhonov, K Peters, RFY Peters, BA Petersen, TC Petersen, E Petit, A Petridis, C Petridou, P Petroff, E Petrolo, M Petrov, F Petrucci, NE Pettersson, A Peyaud, R Pezoa, T Pham, FH Phillips, PW Phillips, G Piacquadio, E Pianori, A Picazio, MA Pickering, R Piegaia, JE Pilcher, AD Pilkington, M Pinamonti, JL Pinfold, M Pitt, M-A Pleier, V Pleskot, E Plotnikova, D Pluth, P Podberezko, R Poettgen, R Poggi, L Poggioli, I Pogrebnyak, D Pohl, I Pokharel, G Polesello, A Poley, A Policicchio, R Polifka, A Polini, CS Pollard, V Polychronakos, D Ponomarenko, L Pontecorvo, GA Popeneciu, DM Portillo Quintero, S Pospisil, K Potamianos, IN Potrap, CJ Potter, H Potti, T Poulsen, J Poveda, ME Pozo Astigarraga, P Pralavorio, S Prell, D Price, M Primavera, S Prince, N Proklova, K Prokofiev, F Prokoshin, S Protopopescu, J Proudfoot, M Przybycien, A Puri, P Puzo, J Qian, Y Qin, A Quadt, M Queitsch-Maitland, A Qureshi, SK Radhakrishnan, P Rados, F Ragusa, G Rahal, JA Raine, S Rajagopalan, T Rashid, S Raspopov, MG Ratti, DM Rauch, F Rauscher, S Rave, B Ravina, I Ravinovich, JH Rawling, M Raymond, AL Read, NP Readioff, M Reale, DM Rebuzzi, A Redelbach, G Redlinger, R Reece, RG Reed, K Reeves, L Rehnisch, J Reichert, A Reiss, C Rembser, H Ren, M Rescigno, S Resconi, ED Resseguie, S Rettie, E Reynolds, OL Rezanova, P Reznicek, R Richter, S Richter, E Richter-Was, O Ricken, M Ridel, P Rieck, CJ Riegel, O Rifki, M Rijssenbeek, A Rimoldi, M Rimoldi, L Rinaldi, G Ripellino, B Ristić, E Ritsch, I Riu, JC Rivera Vergara, F Rizatdinova, E Rizvi, C Rizzi, RT Roberts, SH Robertson, A Robichaud-Veronneau, D Robinson, JEM Robinson, A Robson, E Rocco, C Roda, Y Rodina, S Rodriguez Bosca, A Rodriguez Perez, D Rodriguez Rodriguez, AM Rodríguez Vera, S Roe, CS Rogan, O Røhne, R Röhrig, CPA Roland, J Roloff, A Romaniouk, M Romano, E Romero Adam, N Rompotis, M Ronzani, L Roos, S Rosati, K Rosbach, P Rose, N-A Rosien, E Rossi, LP Rossi, L Rossini, JHN Rosten, R Rosten, M Rotaru, J Rothberg, D Rousseau, D Roy, A Rozanov, Y Rozen, X Ruan, F Rubbo, F Rühr, A Ruiz-Martinez, Z Rurikova, NA Rusakovich, HL Russell, JP Rutherfoord, N Ruthmann, EM Rüttinger, YF Ryabov, M Rybar, G Rybkin, S Ryu, A Ryzhov, GF Rzehorz, AF Saavedra, P Sabatini, G Sabato, S Sacerdoti, HF-W Sadrozinski, R Sadykov, F Safai Tehrani, P Saha, M Sahinsoy, M Saimpert, M Saito, T Saito, H Sakamoto, D Salamani, G Salamanna, JE Salazar Loyola, D Salek, PH Sales De Bruin, D Salihagic, A Salnikov, J Salt, D Salvatore, F Salvatore, A Salvucci, A Salzburger, D Sammel, D Sampsonidis, D Sampsonidou, J Sánchez, A Sanchez Pineda, H Sandaker, CO Sander, M Sandhoff, C Sandoval, DPC Sankey, M Sannino, Y Sano, A Sansoni, C Santoni, H Santos, I Santoyo Castillo, A Sapronov, JG Saraiva, O Sasaki, K Sato, E Sauvan, P Savard, N Savic, R Sawada, C Sawyer, L Sawyer, C Sbarra, A Sbrizzi, T Scanlon, DA Scannicchio, J Schaarschmidt, P Schacht, BM Schachtner, D Schaefer, L Schaefer, J Schaeffer, S Schaepe, U Schäfer, AC Schaffer, D Schaile, RD Schamberger, VA Schegelsky, D Scheirich, F Schenck, M Schernau, C Schiavi, S Schier, LK Schildgen, ZM Schillaci, EJ Schioppa, M Schioppa, KE Schleicher, S Schlenker, KR Schmidt-Sommerfeld, K Schmieden, C Schmitt, S Schmitt, S Schmitz, U Schnoor, L Schoeffel, A Schoening, E Schopf, M Schott, JFP Schouwenberg, J Schovancova, S Schramm, N Schuh, A Schulte, H-C Schultz-Coulon, M Schumacher, BA Schumm, Ph Schune, A Schwartzman, TA Schwarz, H Schweiger, Ph Schwemling, R Schwienhorst, J Schwindling, A Sciandra, G Sciolla, M Scornajenghi, F Scuri, F Scutti, LM Scyboz, J Searcy, CD Sebastiani, P Seema, SC Seidel, A Seiden, JM Seixas, G Sekhniaidze, K Sekhon, SJ Sekula, N Semprini-Cesari, S Senkin, C Serfon, L Serin, L Serkin, M Sessa, H Severini, T Šfiligoj, F Sforza, A Sfyrla, E Shabalina, JD Shahinian, NW Shaikh, LY Shan, R Shang, JT Shank, M Shapiro, A Sharma, AS Sharma, PB Shatalov, K Shaw, SM Shaw, A Shcherbakova, CY Shehu, Y Shen, N Sherafati, AD Sherman, P Sherwood, L Shi, S Shimizu, CO Shimmin, M Shimojima, IPJ Shipsey, S Shirabe, M Shiyakova, J Shlomi, A Shmeleva, D Shoaleh Saadi, MJ Shochet, S Shojaii, DR Shope, S Shrestha, E Shulga, P Sicho, AM Sickles, PE Sidebo, E Sideras Haddad, O Sidiropoulou, A Sidoti, F Siegert, Dj Sijacki, J Silva, M Silva, SB Silverstein, L Simic, S Simion, E Simioni, B Simmons, M Simon, P Sinervo, NB Sinev, M Sioli, G Siragusa, I Siral, S Yu Sivoklokov, J Sjölin, MB Skinner, P Skubic, M Slater, T Slavicek, M Slawinska, K Sliwa, R Slovak, V Smakhtin, BH Smart, J Smiesko, N Smirnov, S Yu Smirnov, Y Smirnov, LN Smirnova, O Smirnova, JW Smith, MNK Smith, RW Smith, M Smizanska, K Smolek, AA Snesarev, IM Snyder, S Snyder, R Sobie, F Socher, AM Soffa, A Soffer, A Søgaard, DA Soh, G Sokhrannyi, CA Solans Sanchez, M Solar, E Yu Soldatov, U Soldevila, AA Solodkov, A Soloshenko, OV Solovyanov, V Solovyev, P Sommer, H Son, W Song, A Sopczak, F Sopkova, D Sosa, CL Sotiropoulou, S Sottocornola, R Soualah, AM Soukharev, D South, BC Sowden, S Spagnolo, M Spalla, M Spangenberg, F Spanò, D Sperlich, F Spettel, TM Spieker, R Spighi, G Spigo, LA Spiller, M Spousta, A Stabile, R Stamen, S Stamm, E Stanecka, RW Stanek, C Stanescu, MM Stanitzki, BS Stapf, S Stapnes, EA Starchenko, GH Stark, J Stark, SH Stark, P Staroba, P Starovoitov, S Stärz, R Staszewski, M Stegler, P Steinberg, B Stelzer, HJ Stelzer, O Stelzer-Chilton, H Stenzel, TJ Stevenson, GA Stewart, MC Stockton, G Stoicea, P Stolte, S Stonjek, A Straessner, J Strandberg, S Strandberg, M Strauss, P Strizenec, R Ströhmer, DM Strom, R Stroynowski, A Strubig, SA Stucci, B Stugu, J Stupak, NA Styles, D Su, J Su, S Suchek, Y Sugaya, M Suk, VV Sulin, DMS Sultan, S Sultansoy, T Sumida, S Sun, X Sun, K Suruliz, CJE Suster, MR Sutton, S Suzuki, M Svatos, M Swiatlowski, SP Swift, A Sydorenko, I Sykora, T Sykora, D Ta, K Tackmann, J Taenzer, A Taffard, R Tafirout, E Tahirovic, N Taiblum, H Takai, R Takashima, EH Takasugi, K Takeda, T Takeshita, Y Takubo, M Talby, AA Talyshev, J Tanaka, M Tanaka, R Tanaka, R Tanioka, BB Tannenwald, S Tapia Araya, S Tapprogge, AT Tarek Abouelfadl Mohamed, S Tarem, G Tarna, GF Tartarelli, P Tas, M Tasevsky, T Tashiro, E Tassi, A Tavares Delgado, Y Tayalati, AC Taylor, AJ Taylor, GN Taylor, PTE Taylor, W Taylor, P Teixeira-Dias, D Temple, H Ten Kate, PK Teng, JJ Teoh, F Tepel, S Terada, K Terashi, J Terron, S Terzo, M Testa, RJ Teuscher, SJ Thais, T Theveneaux-Pelzer, F Thiele, JP Thomas, PD Thompson, AS Thompson, LA Thomsen, E Thomson, Y Tian, RE Ticse Torres, VO Tikhomirov, Yu A Tikhonov, S Timoshenko, P Tipton, S Tisserant, K Todome, S Todorova-Nova, S Todt, J Tojo, S Tokár, K Tokushuku, E Tolley, M Tomoto, L Tompkins, K Toms, B Tong, P Tornambe, E Torrence, H Torres, E Torró Pastor, C Tosciri, J Toth, F Touchard, DR Tovey, CJ Treado, T Trefzger, F Tresoldi, A Tricoli, IM Trigger, S Trincaz-Duvoid, MF Tripiana, W Trischuk, B Trocmé, A Trofymov, C Troncon, M Trovatelli, F Trovato, L Truong, M Trzebinski, A Trzupek, F Tsai, KW Tsang, JC-L Tseng, PV Tsiareshka, N Tsirintanis, S Tsiskaridze, V Tsiskaridze, EG Tskhadadze, II Tsukerman, V Tsulaia, S Tsuno, D Tsybychev, Y Tu, A Tudorache, V Tudorache, TT Tulbure, AN Tuna, S Turchikhin, D Turgeman, I Turk Cakir, R Turra, PM Tuts, G Ucchielli, I Ueda, M Ughetto, F Ukegawa, G Unal, A Undrus, G Unel, FC Ungaro, Y Unno, K Uno, J Urban, P Urquijo, P Urrejola, G Usai, J Usui, L Vacavant, V Vacek, B Vachon, KOH Vadla, A Vaidya, C Valderanis, E Valdes Santurio, M Valente, S Valentinetti, A Valero, L Valéry, RA Vallance, A Vallier, JA Valls Ferrer, TR Van Daalen, W Van Den Wollenberg, H van der Graaf, P van Gemmeren, J Van Nieuwkoop, I van Vulpen, MC van Woerden, M Vanadia, W Vandelli, A Vaniachine, P Vankov, R Vari, EW Varnes, C Varni, T Varol, D Varouchas, A Vartapetian, KE Varvell, JG Vasquez, GA Vasquez, F Vazeille, D Vazquez Furelos, T Vazquez Schroeder, J Veatch, V Vecchio, LM Veloce, F Veloso, S Veneziano, A Ventura, M Venturi, N Venturi, V Vercesi, M Verducci, C Vergis, W Verkerke, AT Vermeulen, JC Vermeulen, MC Vetterli, N Viaux Maira, O Viazlo, I Vichou, T Vickey, OE Vickey Boeriu, GHA Viehhauser, S Viel, L Vigani, M Villa, M Villaplana Perez, E Vilucchi, MG Vincter, VB Vinogradov, A Vishwakarma, C Vittori, I Vivarelli, S Vlachos, M Vogel, P Vokac, G Volpi, SE von Buddenbrock, E von Toerne, V Vorobel, K Vorobev, M Vos, JH Vossebeld, N Vranjes, M Vranjes Milosavljevic, V Vrba, M Vreeswijk, R Vuillermet, I Vukotic, P Wagner, W Wagner, J Wagner-Kuhr, H Wahlberg, S Wahrmund, K Wakamiya, J Walder, R Walker, W Walkowiak, V Wallangen, AM Wang, C Wang, F Wang, H Wang, H Wang, J Wang, J Wang, Q Wang, R-J Wang, R Wang, R Wang, SM Wang, T Wang, W Wang, W Wang, Y Wang, Z Wang, C Wanotayaroj, A Warburton, CP Ward, DR Wardrope, A Washbrook, PM Watkins, AT Watson, MF Watson, G Watts, S Watts, BM Waugh, AF Webb, S Webb, C Weber, MS Weber, SM Weber, SA Weber, JS Webster, AR Weidberg, B Weinert, J Weingarten, M Weirich, C Weiser, PS Wells, T Wenaus, T Wengler, S Wenig, N Wermes, MD Werner, P Werner, M Wessels, TD Weston, K Whalen, NL Whallon, AM Wharton, AS White, A White, MJ White, R White, D Whiteson, BW Whitmore, FJ Wickens, W Wiedenmann, M Wielers, C Wiglesworth, LAM Wiik-Fuchs, A Wildauer, F Wilk, HG Wilkens, HH Williams, S Williams, C Willis, S Willocq, JA Wilson, I Wingerter-Seez, E Winkels, F Winklmeier, OJ Winston, BT Winter, M Wittgen, M Wobisch, A Wolf, TMH Wolf, R Wolff, MW Wolter, H Wolters, VWS Wong, NL Woods, SD Worm, BK Wosiek, KW Wozniak, K Wraight, M Wu, SL Wu, X Wu, Y Wu, TR Wyatt, BM Wynne, S Xella, Z Xi, L Xia, D Xu, H Xu, L Xu, T Xu, W Xu, B Yabsley, S Yacoob, K Yajima, DP Yallup, D Yamaguchi, Y Yamaguchi, A Yamamoto, T Yamanaka, F Yamane, M Yamatani, T Yamazaki, Y Yamazaki, Z Yan, H Yang, H Yang, S Yang, Y Yang, Y Yang, Z Yang, W-M Yao, YC Yap, Y Yasu, E Yatsenko, KH Yau Wong, J Ye, S Ye, I Yeletskikh, E Yigitbasi, E Yildirim, K Yorita, K Yoshihara, C Young, CJS Young, J Yu, J Yu, X Yue, SPY Yuen, I Yusuff, B Zabinski, G Zacharis, R Zaidan, AM Zaitsev, N Zakharchuk, J Zalieckas, S Zambito, D Zanzi, C Zeitnitz, G Zemaityte, JC Zeng, Q Zeng, O Zenin, T Ženiš, D Zerwas, M Zgubič, D Zhang, D Zhang, F Zhang, G Zhang, H Zhang, J Zhang, L Zhang, L Zhang, M Zhang, P Zhang, R Zhang, R Zhang, X Zhang, Y Zhang, Z Zhang, X Zhao, Y Zhao, Z Zhao, A Zhemchugov, B Zhou, C Zhou, L Zhou, M Zhou, M Zhou, N Zhou, Y Zhou, CG Zhu, H Zhu, H Zhu, J Zhu, Y Zhu, X Zhuang, K Zhukov, V Zhulanov, A Zibell, D Zieminska, NI Zimine, S Zimmermann, Z Zinonos, M Zinser, M Ziolkowski, L Živković, G Zobernig, A Zoccoli, K Zoch, TG Zorbas, R Zou, M zur Nedden, L Zwalinski

Photometric redshifts for the next generation of deep radio continuum surveys - II. Gaussian processes and hybrid estimates

Monthly Notices of the Royal Astronomical Society Oxford University Press 477:4 (2018) 5177-5190

Authors:

KJ Duncan, Matthew Jarvis, MJI Brown, HJAR Röttgeringg

Abstract:

Building on the first paper in this series (Duncan et al. 2018), we present a study investigating the performance of Gaussian process photometric redshift (photo-z) estimates for galaxies and active galactic nuclei detected in deep radio continuum surveys. A Gaussian process redshift code is used to produce photo-z estimates targeting specific subsets of both the AGN population - infrared, X-ray and optically selected AGN - and the general galaxy population. The new estimates for the AGN population are found to perform significantly better at z > 1 than the template-based photo-z estimates presented in our previous study. Our new photo-z estimates are then combined with template estimates through hierarchical Bayesian combination to produce a hybrid consensus estimate that outperforms both of the individual methods across all source types. Photo-z estimates for radio sources that are X-ray sources or optical/IR AGN are significantly improved in comparison to previous template-only estimates - with outlier fractions and robust scatter reduced by up to a factor of ∼4. The ability of our method to combine the strengths of the two input photo-z techniques and the large improvements we observe illustrate its potential for enabling future exploitation of deep radio continuum surveys for both the study of galaxy and black hole co-evolution and for cosmological studies.

Discovery of a Powerful, Transient, Explosive Thermal Event at Marduk Fluctus, Io, in Galileo NIMS Data

Geophysical Research Letters American Geophysical Union (AGU) 45:7 (2018) 2926-2933

Authors:

AG Davies, RL Davies, GJ Veeder, K de Kleer, I de Pater, DL Matson, TV Johnson, L Wilson