{"title":"End-to-End Physics Event Classification with CMS Open Data: Applying Image-Based Deep Learning to Detector Data for the Direct Classification of Collision Events at the LHC","authors":"M. Andrews, M. Paulini, S. Gleyzer, B. Póczos","doi":"10.1007/s41781-020-00038-8","DOIUrl":"https://doi.org/10.1007/s41781-020-00038-8","url":null,"abstract":"","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/s41781-020-00038-8","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"53240189","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
K. Terashi, M. Kaneda, T. Kishimoto, M. Saito, R. Sawada, J. Tanaka
{"title":"Event Classification with Quantum Machine Learning in High-Energy Physics","authors":"K. Terashi, M. Kaneda, T. Kishimoto, M. Saito, R. Sawada, J. Tanaka","doi":"10.1007/s41781-020-00047-7","DOIUrl":"https://doi.org/10.1007/s41781-020-00047-7","url":null,"abstract":"","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-02-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/s41781-020-00047-7","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42947797","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
F. Berghaus, K. Casteels, C. Driemel, M. Ebert, F. F. Galindo, C. Leavett-Brown, D. MacDonell, M. Paterson, R. Seuster, R. Sobie, S. Tolkamp, J. Weldon
{"title":"High-Throughput Cloud Computing with the Cloudscheduler VM Provisioning Service","authors":"F. Berghaus, K. Casteels, C. Driemel, M. Ebert, F. F. Galindo, C. Leavett-Brown, D. MacDonell, M. Paterson, R. Seuster, R. Sobie, S. Tolkamp, J. Weldon","doi":"10.1007/s41781-020-0036-1","DOIUrl":"https://doi.org/10.1007/s41781-020-0036-1","url":null,"abstract":"","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/s41781-020-0036-1","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"53241115","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"MadMiner: Machine Learning-Based Inference for Particle Physics","authors":"J. Brehmer, F. Kling, Irina Espejo, Kyle Cranmer","doi":"10.1007/s41781-020-0035-2","DOIUrl":"https://doi.org/10.1007/s41781-020-0035-2","url":null,"abstract":"","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-01-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/s41781-020-0035-2","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"53241105","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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{"title":"A Deep Neural Network for Simultaneous Estimation of b Jet Energy and Resolution.","authors":"A M Sirunyan, A Tumasyan, W Adam, F Ambrogi, T Bergauer, M Dragicevic, J Erö, A Escalante Del Valle, M Flechl, R Frühwirth, M Jeitler, N Krammer, I Krätschmer, D Liko, T Madlener, I Mikulec, N Rad, J Schieck, R Schöfbeck, M Spanring, D Spitzbart, W Waltenberger, C-E Wulz, M Zarucki, V Drugakov, V Mossolov, J Suarez Gonzalez, M R Darwish, E A De Wolf, D Di Croce, X Janssen, A Lelek, M Pieters, H Rejeb Sfar, H Van Haevermaet, P Van Mechelen, S Van Putte, N Van Remortel, F Blekman, E S Bols, S S Chhibra, J D'Hondt, J De Clercq, D Lontkovskyi, S Lowette, I Marchesini, S Moortgat, Q Python, K Skovpen, S Tavernier, W Van Doninck, P Van Mulders, D Beghin, B Bilin, B Clerbaux, G De Lentdecker, H Delannoy, B Dorney, L Favart, A Grebenyuk, A K Kalsi, A Popov, N Postiau, E Starling, L Thomas, C Vander Velde, P Vanlaer, D Vannerom, T Cornelis, D Dobur, I Khvastunov, M Niedziela, C Roskas, M Tytgat, W Verbeke, B Vermassen, M Vit, O Bondu, G Bruno, C Caputo, P David, C Delaere, M Delcourt, A Giammanco, V Lemaitre, J Prisciandaro, A Saggio, M Vidal Marono, P Vischia, J Zobec, F L Alves, G A Alves, G Correia Silva, C Hensel, A Moraes, P Rebello Teles, E Belchior Batista Das Chagas, W Carvalho, J Chinellato, E Coelho, E M Da Costa, G G Da Silveira, D De Jesus Damiao, C De Oliveira Martins, S Fonseca De Souza, L M Huertas Guativa, H Malbouisson, J Martins, D Matos Figueiredo, M Medina Jaime, M Melo De Almeida, C Mora Herrera, L Mundim, H Nogima, W L Prado Da Silva, L J Sanchez Rosas, A Santoro, A Sznajder, M Thiel, E J Tonelli Manganote, F Torres Da Silva De Araujo, A Vilela Pereira, C A Bernardes, L Calligaris, T R Fernandez Perez Tomei, E M Gregores, D S Lemos, P G Mercadante, S F Novaes, SandraS Padula, A Aleksandrov, G Antchev, R Hadjiiska, P Iaydjiev, M Misheva, M Rodozov, M Shopova, G Sultanov, M Bonchev, A Dimitrov, T Ivanov, L Litov, B Pavlov, P Petkov, W Fang, X Gao, L Yuan, M Ahmad, Z Hu, Y Wang, G M Chen, H S Chen, M Chen, C H Jiang, D Leggat, H Liao, Z Liu, A Spiezia, J Tao, E Yazgan, H Zhang, S Zhang, J Zhao, A Agapitos, Y Ban, G Chen, A Levin, J Li, L Li, Q Li, Y Mao, S J Qian, D Wang, Q Wang, M Xiao, C Avila, A Cabrera, C Florez, C F González Hernández, M A Segura Delgado, J Mejia Guisao, J D Ruiz Alvarez, C A Salazar González, N Vanegas Arbelaez, D Giljanović, N Godinovic, D Lelas, I Puljak, T Sculac, Z Antunovic, M Kovac, V Brigljevic, D Ferencek, K Kadija, B Mesic, M Roguljic, A Starodumov, T Susa, M W Ather, A Attikis, E Erodotou, A Ioannou, M Kolosova, S Konstantinou, G Mavromanolakis, J Mousa, C Nicolaou, F Ptochos, P A Razis, H Rykaczewski, D Tsiakkouri, M Finger, M Finger, A Kveton, J Tomsa, E Ayala, E Carrera Jarrin, H Abdalla, S Elgammal, S Bhowmik, A Carvalho Antunes De Oliveira, R K Dewanjee, K Ehataht, M Kadastik, M Raidal, C Veelken, P Eerola, L Forthomme, H Kirschenmann, K Osterberg, M Voutilainen, F Garcia, J Havukainen, J K Heikkilä, V Karimäki, M S Kim, R Kinnunen, T Lampén, K Lassila-Perini, S Laurila, S Lehti, T Lindén, P Luukka, T Mäenpää, H Siikonen, E Tuominen, J Tuominiemi, T Tuuva, M Besancon, F Couderc, M Dejardin, D Denegri, B Fabbro, J L Faure, F Ferri, S Ganjour, A Givernaud, P Gras, G Hamel de Monchenault, P Jarry, C Leloup, B Lenzi, E Locci, J Malcles, J Rander, A Rosowsky, M Ö Sahin, A Savoy-Navarro, M Titov, G B Yu, S Ahuja, C Amendola, F Beaudette, P Busson, C Charlot, B Diab, G Falmagne, R Granier de Cassagnac, I Kucher, A Lobanov, C Martin Perez, M Nguyen, C Ochando, P Paganini, J Rembser, R Salerno, J B Sauvan, Y Sirois, A Zabi, A Zghiche, J-L Agram, J Andrea, D Bloch, G Bourgatte, J-M Brom, E C Chabert, C Collard, E Conte, J-C Fontaine, D Gelé, U Goerlach, M Jansová, A-C Le Bihan, N Tonon, P Van Hove, S Gadrat, S Beauceron, C Bernet, G Boudoul, C Camen, A Carle, N Chanon, R Chierici, D Contardo, P Depasse, H El Mamouni, J Fay, S Gascon, M Gouzevitch, B Ille, Sa Jain, F Lagarde, I B Laktineh, H Lattaud, A Lesauvage, M Lethuillier, L Mirabito, S Perries, V Sordini, L Torterotot, G Touquet, M Vander Donckt, S Viret, A Khvedelidze, Z Tsamalaidze, C Autermann, L Feld, K Klein, M Lipinski, D Meuser, A Pauls, M Preuten, M P Rauch, J Schulz, M Teroerde, B Wittmer, M Erdmann, B Fischer, S Ghosh, T Hebbeker, K Hoepfner, H Keller, L Mastrolorenzo, M Merschmeyer, A Meyer, P Millet, G Mocellin, S Mondal, S Mukherjee, D Noll, A Novak, T Pook, A Pozdnyakov, T Quast, M Radziej, Y Rath, H Reithler, J Roemer, A Schmidt, S C Schuler, A Sharma, S Wiedenbeck, S Zaleski, G Flügge, W Haj Ahmad, O Hlushchenko, T Kress, T Müller, A Nowack, C Pistone, O Pooth, D Roy, H Sert, A Stahl, M Aldaya Martin, P Asmuss, I Babounikau, H Bakhshiansohi, K Beernaert, O Behnke, A Bermúdez Martínez, D Bertsche, A A Bin Anuar, K Borras, V Botta, A Campbell, A Cardini, P Connor, S Consuegra Rodríguez, C Contreras-Campana, V Danilov, A De Wit, M M Defranchis, C Diez Pardos, D Domínguez Damiani, G Eckerlin, 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V Hagopian, K F Johnson, R Khurana, T Kolberg, G Martinez, T Perry, H Prosper, C Schiber, R Yohay, J Zhang, M M Baarmand, M Hohlmann, D Noonan, M Rahmani, M Saunders, F Yumiceva, M R Adams, L Apanasevich, R R Betts, R Cavanaugh, X Chen, S Dittmer, O Evdokimov, C E Gerber, D A Hangal, D J Hofman, C Mills, T Roy, M B Tonjes, N Varelas, J Viinikainen, H Wang, X Wang, Z Wu, M Alhusseini, B Bilki, K Dilsiz, S Durgut, R P Gandrajula, M Haytmyradov, V Khristenko, O K Köseyan, J-P Merlo, A Mestvirishvili, A Moeller, J Nachtman, H Ogul, Y Onel, F Ozok, A Penzo, C Snyder, E Tiras, J Wetzel, B Blumenfeld, A Cocoros, N Eminizer, A V Gritsan, W T Hung, S Kyriacou, P Maksimovic, J Roskes, M Swartz, C Baldenegro Barrera, P Baringer, A Bean, S Boren, J Bowen, A Bylinkin, T Isidori, S Khalil, J King, G Krintiras, A Kropivnitskaya, C Lindsey, D Majumder, W Mcbrayer, N Minafra, M Murray, C Rogan, C Royon, S Sanders, E Schmitz, J D Tapia Takaki, Q Wang, J Williams, G Wilson, S Duric, A Ivanov, K Kaadze, D Kim, Y Maravin, D R Mendis, T Mitchell, A Modak, A Mohammadi, F Rebassoo, D Wright, A Baden, O Baron, A Belloni, S C Eno, Y Feng, N J Hadley, S Jabeen, G Y Jeng, R G Kellogg, A C Mignerey, S Nabili, F Ricci-Tam, M Seidel, Y H Shin, A Skuja, S C Tonwar, K Wong, D Abercrombie, B Allen, A Baty, R Bi, S Brandt, W Busza, I A Cali, M D'Alfonso, G Gomez Ceballos, M Goncharov, P Harris, D Hsu, M Hu, M Klute, D Kovalskyi, Y-J Lee, P D Luckey, B Maier, A C Marini, C Mcginn, C Mironov, S Narayanan, X Niu, C Paus, D Rankin, C Roland, G Roland, Z Shi, G S F Stephans, K Sumorok, K Tatar, D Velicanu, J Wang, T W Wang, B Wyslouch, R M Chatterjee, A Evans, S Guts, P Hansen, J Hiltbrand, Sh Jain, Y Kubota, Z Lesko, J Mans, M Revering, R Rusack, R Saradhy, N Schroeder, M A Wadud, J G Acosta, S Oliveros, K Bloom, S Chauhan, D R Claes, C Fangmeier, L Finco, F Golf, R Kamalieddin, I Kravchenko, J E Siado, G R Snow, B Stieger, W Tabb, G Agarwal, C Harrington, I Iashvili, A Kharchilava, C McLean, D Nguyen, A Parker, J Pekkanen, S Rappoccio, B Roozbahani, G Alverson, E Barberis, C Freer, Y Haddad, A Hortiangtham, G Madigan, B Marzocchi, D M Morse, T Orimoto, L Skinnari, A Tishelman-Charny, T Wamorkar, B Wang, A Wisecarver, D Wood, S Bhattacharya, J Bueghly, T Gunter, K A Hahn, N Odell, M H Schmitt, K Sung, M Trovato, M Velasco, R Bucci, N Dev, R Goldouzian, M Hildreth, K Hurtado Anampa, C Jessop, D J Karmgard, K Lannon, W Li, N Loukas, N Marinelli, I Mcalister, F Meng, Y Musienko, R Ruchti, P Siddireddy, G Smith, S Taroni, M Wayne, A Wightman, M Wolf, A Woodard, J Alimena, B Bylsma, L S Durkin, B Francis, C Hill, W Ji, A Lefeld, T Y Ling, B L Winer, G Dezoort, P Elmer, J Hardenbrook, N Haubrich, S Higginbotham, A Kalogeropoulos, S Kwan, D Lange, M T Lucchini, J Luo, D Marlow, K Mei, I Ojalvo, J Olsen, C Palmer, P Piroué, D Stickland, C Tully, S Malik, S Norberg, A Barker, V E Barnes, S Das, L Gutay, M Jones, A W Jung, A Khatiwada, B Mahakud, D H Miller, G Negro, N Neumeister, C C Peng, S Piperov, H Qiu, J F Schulte, N Trevisani, F Wang, R Xiao, W Xie, T Cheng, J Dolen, N Parashar, U Behrens, K M Ecklund, S Freed, F J M Geurts, M Kilpatrick, Arun Kumar, W Li, B P Padley, R Redjimi, J Roberts, J Rorie, W Shi, A G Stahl Leiton, Z Tu, A Zhang, A Bodek, P de Barbaro, R Demina, J L Dulemba, C Fallon, T Ferbel, M Galanti, A Garcia-Bellido, O Hindrichs, A Khukhunaishvili, E Ranken, R Taus, B Chiarito, J P Chou, A Gandrakota, Y Gershtein, E Halkiadakis, A Hart, M Heindl, E Hughes, S Kaplan, I Laflotte, A Lath, R Montalvo, K Nash, M Osherson, H Saka, S Salur, S Schnetzer, S Somalwar, R Stone, S Thomas, H Acharya, A G Delannoy, S Spanier, O Bouhali, M Dalchenko, M De Mattia, A Delgado, S Dildick, R Eusebi, J Gilmore, T Huang, T Kamon, H Kim, S Luo, S Malhotra, D Marley, R Mueller, D Overton, L Perniè, D Rathjens, A Safonov, N Akchurin, J Damgov, F De Guio, V Hegde, S Kunori, K Lamichhane, S W Lee, T Mengke, S Muthumuni, T Peltola, S Undleeb, I Volobouev, Z Wang, A Whitbeck, S Greene, A Gurrola, R Janjam, W Johns, C Maguire, A Melo, H Ni, K Padeken, F Romeo, P Sheldon, S Tuo, J Velkovska, M Verweij, M W Arenton, P Barria, B Cox, G Cummings, J Hakala, R Hirosky, M Joyce, A Ledovskoy, C Neu, B Tannenwald, Y Wang, E Wolfe, F Xia, R Harr, P E Karchin, N Poudyal, J Sturdy, P Thapa, T Bose, J Buchanan, C Caillol, D Carlsmith, S Dasu, I De Bruyn, L Dodd, C Galloni, H He, M Herndon, A Hervé, U Hussain, A Lanaro, A Loeliger, K Long, R Loveless, J Madhusudanan Sreekala, D Pinna, T Ruggles, A Savin, V Sharma, W H Smith, D Teague, S Trembath-Reichert","doi":"10.1007/s41781-020-00041-z","DOIUrl":"10.1007/s41781-020-00041-z","url":null,"abstract":"<p><p>We describe a method to obtain point and dispersion estimates for the energies of jets arising from b quarks produced in proton-proton collisions at an energy of <math> <mrow><msqrt><mi>s</mi></msqrt> <mo>=</mo> <mn>13</mn> <mspace></mspace> <mtext>TeV</mtext></mrow> </math> at the CERN LHC. The algorithm is trained on a large sample of simulated b jets and validated on data recorded by the CMS detector in 2017 corresponding to an integrated luminosity of 41 <math><mrow><mspace></mspace> <msup><mtext>fb</mtext> <mrow><mo>-</mo> <mn>1</mn></mrow> </msup> </mrow> </math> . A multivariate regression algorithm based on a deep feed-forward neural network employs jet composition and shape information, and the properties of reconstructed secondary vertices associated with the jet. The results of the algorithm are used to improve the sensitivity of analyses that make use of b jets in the final state, such as the observation of Higgs boson decay to <math><mrow><mtext>b</mtext> <mover><mrow><mtext>b</mtext></mrow> <mrow><mo>¯</mo></mrow> </mover> </mrow> </math> .</p>","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7659430/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"38609232","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
R Aaij, J Albrecht, M Belous, P Billoir, T Boettcher, A Brea Rodríguez, D Vom Bruch, D H Cámpora Pérez, A Casais Vidal, D C Craik, P Fernandez Declara, L Funke, V V Gligorov, B Jashal, N Kazeev, D Martínez Santos, F Pisani, D Pliushchenko, S Popov, R Quagliani, M Rangel, F Reiss, C Sánchez Mayordomo, R Schwemmer, M Sokoloff, H Stevens, A Ustyuzhanin, X Vilasís Cardona, M Williams
{"title":"Allen: A High-Level Trigger on GPUs for LHCb.","authors":"R Aaij, J Albrecht, M Belous, P Billoir, T Boettcher, A Brea Rodríguez, D Vom Bruch, D H Cámpora Pérez, A Casais Vidal, D C Craik, P Fernandez Declara, L Funke, V V Gligorov, B Jashal, N Kazeev, D Martínez Santos, F Pisani, D Pliushchenko, S Popov, R Quagliani, M Rangel, F Reiss, C Sánchez Mayordomo, R Schwemmer, M Sokoloff, H Stevens, A Ustyuzhanin, X Vilasís Cardona, M Williams","doi":"10.1007/s41781-020-00039-7","DOIUrl":"https://doi.org/10.1007/s41781-020-00039-7","url":null,"abstract":"<p><p>We describe a fully GPU-based implementation of the first level trigger for the upgrade of the LHCb detector, due to start data taking in 2021. We demonstrate that our implementation, named Allen, can process the 40 Tbit/s data rate of the upgraded LHCb detector and perform a wide variety of pattern recognition tasks. These include finding the trajectories of charged particles, finding proton-proton collision points, identifying particles as hadrons or muons, and finding the displaced decay vertices of long-lived particles. We further demonstrate that Allen can be implemented in around 500 scientific or consumer GPU cards, that it is not I/O bound, and can be operated at the full LHC collision rate of 30 MHz. Allen is the first complete high-throughput GPU trigger proposed for a HEP experiment.</p>","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/s41781-020-00039-7","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"38771175","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Javier Mauricio Duarte, P. Harris, S. Hauck, B. Holzman, Shih-Chieh Hsu, S. Jindariani, Suffian N. Khan, B. Kreis, Brian Lee, Miaoyuan Liu, V. Loncar, J. Ngadiuba, K. Pedro, Brandon Perez, M. Pierini, D. Rankin, Nhan Tran, Matthew Trahms, A. Tsaris, Colin Versteeg, Ted Way, Dustin Werran, Zhenbin Wu
{"title":"FPGA-Accelerated Machine Learning Inference as a Service for Particle Physics Computing","authors":"Javier Mauricio Duarte, P. Harris, S. Hauck, B. Holzman, Shih-Chieh Hsu, S. Jindariani, Suffian N. Khan, B. Kreis, Brian Lee, Miaoyuan Liu, V. Loncar, J. Ngadiuba, K. Pedro, Brandon Perez, M. Pierini, D. Rankin, Nhan Tran, Matthew Trahms, A. Tsaris, Colin Versteeg, Ted Way, Dustin Werran, Zhenbin Wu","doi":"10.1007/s41781-019-0027-2","DOIUrl":"https://doi.org/10.1007/s41781-019-0027-2","url":null,"abstract":"","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2019-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/s41781-019-0027-2","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"53240472","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
W. Maass, C. Papadimitriou, S. Vempala, R. Legenstein
{"title":"Brain Computation: A Computer Science Perspective","authors":"W. Maass, C. Papadimitriou, S. Vempala, R. Legenstein","doi":"10.1007/978-3-319-91908-9_11","DOIUrl":"https://doi.org/10.1007/978-3-319-91908-9_11","url":null,"abstract":"","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2019-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74685242","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Carla Binucci, U. Brandes, Tim Dwyer, Martin Gronemann, R. V. Hanxleden, M. V. Kreveld, Petra Mutzel, M. Schaefer, F. Schreiber, B. Speckmann
{"title":"10 Reasons to Get Interested in Graph Drawing","authors":"Carla Binucci, U. Brandes, Tim Dwyer, Martin Gronemann, R. V. Hanxleden, M. V. Kreveld, Petra Mutzel, M. Schaefer, F. Schreiber, B. Speckmann","doi":"10.1007/978-3-319-91908-9_6","DOIUrl":"https://doi.org/10.1007/978-3-319-91908-9_6","url":null,"abstract":"","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2019-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81445495","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Software Architecture of Modern Model Checkers","authors":"F. Kordon, M. Leuschel, J. Pol, Y. Thierry-Mieg","doi":"10.1007/978-3-319-91908-9_20","DOIUrl":"https://doi.org/10.1007/978-3-319-91908-9_20","url":null,"abstract":"","PeriodicalId":36026,"journal":{"name":"Computing and Software for Big Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2019-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76820182","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}