{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,10]],"date-time":"2024-09-10T20:33:27Z","timestamp":1726000407088},"publisher-location":"Cham","reference-count":14,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030014698"},{"type":"electronic","value":"9783030014704"}],"license":[{"start":{"date-parts":[[2018,11,21]],"date-time":"2018-11-21T00:00:00Z","timestamp":1542758400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019]]},"DOI":"10.1007\/978-3-030-01470-4_18","type":"book-chapter","created":{"date-parts":[[2018,11,20]],"date-time":"2018-11-20T17:58:00Z","timestamp":1542736680000},"page":"335-350","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Applying Deep Learning for Surrogate Construction of Simulation Systems"],"prefix":"10.1007","author":[{"given":"Zong-De","family":"Jian","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hung-Jui","family":"Chang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tsan-sheng","family":"Hsu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Da-Wei","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,11,21]]},"reference":[{"key":"18_CR1","doi-asserted-by":"crossref","unstructured":"Jian, Z.-D., Chang, H.-J., Hsu, T.-s., Wang, D.-W.: Learning from simulated world - surrogates construction with deep neural network. In: the 7th International Conference on Simulation and Modeling Methodologies, Technologies and Applications, pp. 83\u201392 (2017)","DOI":"10.5220\/0006418100830092"},{"issue":"15","key":"18_CR2","doi-asserted-by":"publisher","first-page":"5935","DOI":"10.1073\/pnas.0601266103","volume":"103","author":"TC Germann","year":"2006","unstructured":"Germann, T.C., Kadau, K., Longini, I.M., Macken, C.A.: Mitigation strategies for pandemic influenza in the United States. Proc. Natl. Acad. Sci. 103(15), 5935\u20135940 (2006)","journal-title":"Proc. Natl. Acad. Sci."},{"issue":"1","key":"18_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1371\/journal.pcbi.1000656","volume":"6","author":"DL Chao","year":"2010","unstructured":"Chao, D.L., Halloran, M.E., Obenchain, V.J., Longini, I.M.: FluTE, a publicly available stochastic influenza epidemic simulation model. PLOS Comput. Biol. 6(1), 1\u20138 (2010)","journal-title":"PLOS Comput. Biol."},{"issue":"5","key":"18_CR4","doi-asserted-by":"publisher","first-page":"659","DOI":"10.3201\/eid0505.990507","volume":"5","author":"MI Meltzer","year":"1999","unstructured":"Meltzer, M.I., Cox, N.J., Fukuda, K.: The economic impact of pandemic influenza in the United States: priorities for intervention. Emerg. Infect. Dis. 5(5), 659\u2013671 (1999)","journal-title":"Emerg. Infect. Dis."},{"issue":"1","key":"18_CR5","doi-asserted-by":"publisher","first-page":"61","DOI":"10.1016\/j.swevo.2011.05.001","volume":"2","author":"Y Jin","year":"2011","unstructured":"Jin, Y.: Surrogate-assisted evolutionary computation: recent advances and future challenges. Swarm Evol. Comput. 2(1), 61\u201370 (2011)","journal-title":"Swarm Evol. Comput."},{"key":"18_CR6","unstructured":"Grefenstette, J.J., Fitzpatrick, J.M.: Genetic search with approximate fitness evaluations. In: International Conference on Genetic Algorithms and Their Applications, pp. 112\u2013120 (1985)"},{"key":"18_CR7","doi-asserted-by":"crossref","unstructured":"Jian, Z.-D., Hsu, T.-s., Wang, D.-W.: Searching vaccination strategy with surrogate-assisted evolutionary computing. In: the 6th International Conference on Simulation and Modeling Methodologies, Technologies and Applications, pp. 56\u201363 (2016)","DOI":"10.5220\/0005958600560063"},{"key":"18_CR8","doi-asserted-by":"crossref","unstructured":"Gosavi, A.: Simulation-based optimization. Parametric optimization techniques and reinforcement learning (2015)","DOI":"10.1007\/978-1-4899-7491-4_7"},{"issue":"11","key":"18_CR9","doi-asserted-by":"publisher","first-page":"e13292","DOI":"10.1371\/journal.pone.0013292","volume":"5","author":"Meng-Tsung Tsai","year":"2010","unstructured":"Tsai, M.-T., Chern, T.-C., Chuang, J.-H., Hsueh, C.-W., Kuo, H.-S., Liau, C.-J., Riley, S., Shen, B.-J., Shen, C.-H.: Wang, D.-W., Hsu, T.-s.: Efficient simulation of the spatial transmission dynamics of influenza. PLoS ONE 5(11), 1\u20138 (2010)","journal-title":"PLoS ONE"},{"key":"18_CR10","doi-asserted-by":"crossref","unstructured":"Chang, H.-J., Chuang, J.-H., Fu, Y.-C., Hsu, T.-s., Hsueh, C.-W., Tsai, S.-C., Wang, D.-W.: The impact of household structures on pandemic influenza vaccination priority. In: The 5th International Conference on Simulation and Modeling Methodologies, Technologies and Applications, pp. 482\u2013487 (2015)","DOI":"10.5220\/0005539204820487"},{"issue":"10","key":"18_CR11","first-page":"1","volume":"7","author":"Y-C Fu","year":"2012","unstructured":"Fu, Y.-C., Wang, D.-W., Chuang, J.-H.: Representative contact diaries for modeling the spread of infectious diseases in Taiwan. PLoS ONE 7(10), 1\u20137 (2012)","journal-title":"PLoS ONE"},{"issue":"12","key":"18_CR12","doi-asserted-by":"publisher","first-page":"1343","DOI":"10.1093\/aje\/kwn259","volume":"168","author":"NE Basta","year":"2008","unstructured":"Basta, N.E., Halloran, M.E., Matrajt, L., Longini, I.M.: Estimating influenza vaccine efficacy from challenge and community-based study data. Am. J. Epidemiol. 168(12), 1343\u20131352 (2008)","journal-title":"Am. J. Epidemiol."},{"key":"18_CR13","unstructured":"Keras Documentation. https:\/\/keras.io\/"},{"key":"18_CR14","first-page":"364","volume-title":"Parallel Problem Solving from Nature, PPSN XI","author":"Ilya Loshchilov","year":"2010","unstructured":"Loshchilov, I., Schoenauer, M., Sebag, M.: Comparison-Based Optimizers Need Comparison-Based Surrogates, pp. 364\u2013373 (2010)"}],"container-title":["Advances in Intelligent Systems and Computing","Simulation and Modeling Methodologies, Technologies and Applications"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-01470-4_18","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,11,5]],"date-time":"2019-11-05T19:59:57Z","timestamp":1572983997000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-01470-4_18"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,11,21]]},"ISBN":["9783030014698","9783030014704"],"references-count":14,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-01470-4_18","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"type":"print","value":"2194-5357"},{"type":"electronic","value":"2194-5365"}],"subject":[],"published":{"date-parts":[[2018,11,21]]},"assertion":[{"value":"SIMULTECH","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Simulation and Modeling Methodologies, Technologies and Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Madrid","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Spain","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2017","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"29 July 2017","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"31 July 2017","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"simultech2017","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.simultech.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}