{"id":"https://openalex.org/W2508946169","doi":"https://doi.org/10.5220/0005958600560063","title":"Searching Vaccination Strategy with Surrogate-assisted Evolutionary Computing","display_name":"Searching Vaccination Strategy with Surrogate-assisted Evolutionary Computing","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2508946169","doi":"https://doi.org/10.5220/0005958600560063","mag":"2508946169"},"language":"en","primary_location":{"id":"doi:10.5220/0005958600560063","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0005958600560063","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 6th International Conference on Simulation and Modeling Methodologies, Technologies and Applications","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0005958600560063","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007698930","display_name":"Zong-De Jian","orcid":null},"institutions":[{"id":"https://openalex.org/I4210098366","display_name":"Institute of Information Science, Academia Sinica","ror":"https://ror.org/00z83z196","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210098366","https://openalex.org/I84653119"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Zong-De Jian","raw_affiliation_strings":["Institute of Information Science, Taiwan"],"affiliations":[{"raw_affiliation_string":"Institute of Information Science, Taiwan","institution_ids":["https://openalex.org/I4210098366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078534454","display_name":"Tsan\u2010sheng Hsu","orcid":"https://orcid.org/0000-0001-9721-7617"},"institutions":[{"id":"https://openalex.org/I4210098366","display_name":"Institute of Information Science, Academia Sinica","ror":"https://ror.org/00z83z196","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210098366","https://openalex.org/I84653119"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Tsan-Sheng Hsu","raw_affiliation_strings":["Institute of Information Science, Taiwan"],"affiliations":[{"raw_affiliation_string":"Institute of Information Science, Taiwan","institution_ids":["https://openalex.org/I4210098366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100445417","display_name":"Da-Wei Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210098366","display_name":"Institute of Information Science, Academia Sinica","ror":"https://ror.org/00z83z196","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210098366","https://openalex.org/I84653119"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Da-Wei Wang","raw_affiliation_strings":["Institute of Information Science, Taiwan"],"affiliations":[{"raw_affiliation_string":"Institute of Information Science, Taiwan","institution_ids":["https://openalex.org/I4210098366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5007698930"],"corresponding_institution_ids":["https://openalex.org/I4210098366"],"apc_list":null,"apc_paid":null,"fwci":0.5002,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.70766675,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"56","last_page":"63"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12576","display_name":"vaccines and immunoinformatics approaches","score":0.991100013256073,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12576","display_name":"vaccines and immunoinformatics approaches","score":0.991100013256073,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11764","display_name":"Evolution and Genetic Dynamics","score":0.9460999965667725,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10410","display_name":"COVID-19 epidemiological studies","score":0.9261999726295471,"subfield":{"id":"https://openalex.org/subfields/2611","display_name":"Modeling and Simulation"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/surrogate-model","display_name":"Surrogate model","score":0.7015805244445801},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7010703086853027},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.614578127861023},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.48161619901657104},{"id":"https://openalex.org/keywords/fitness-function","display_name":"Fitness function","score":0.4715431034564972},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.46912693977355957},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.3491731286048889},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2563295364379883},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1560661792755127},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.15183943510055542},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.08940303325653076}],"concepts":[{"id":"https://openalex.org/C131675550","wikidata":"https://www.wikidata.org/wiki/Q7646884","display_name":"Surrogate model","level":2,"score":0.7015805244445801},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7010703086853027},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.614578127861023},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.48161619901657104},{"id":"https://openalex.org/C176066374","wikidata":"https://www.wikidata.org/wiki/Q629118","display_name":"Fitness function","level":3,"score":0.4715431034564972},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.46912693977355957},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.3491731286048889},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2563295364379883},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1560661792755127},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.15183943510055542},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.08940303325653076},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5220/0005958600560063","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0005958600560063","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 6th International Conference on Simulation and Modeling Methodologies, Technologies and Applications","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.5220/0005958600560063","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0005958600560063","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 6th International Conference on Simulation and Modeling Methodologies, Technologies and Applications","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2106492215","https://openalex.org/W2326694407","https://openalex.org/W2082859007","https://openalex.org/W2164831575","https://openalex.org/W2378719652","https://openalex.org/W2115729582","https://openalex.org/W2094658154","https://openalex.org/W2370837632","https://openalex.org/W2353187647","https://openalex.org/W2025899013"],"abstract_inverted_index":{"Agent-based":[0],"stochastic":[1],"simulation":[2,30,65,90,102,189],"is":[3,13,78,92,137,162],"an":[4,171],"established":[5],"approach":[6],"to":[7,16,48,52,79,99,110,157,191,196],"study":[8],"infectious":[9],"diseases.":[10],"Its":[11],"advantage":[12],"the":[14,34,55,64,75,85,113,121,124,133,143,176,181,193],"flexibility":[15],"incorporate":[17],"important":[18],"concepts.":[19],"The":[20,89,118,147,160],"effect":[21],"of":[22,33,87,123,127,183],"various":[23],"mitigation":[24],"strategies":[25],"has":[26,120,152],"been":[27],"demonstrated":[28],"using":[29],"models.":[31],"Most":[32],"previous":[35],"studies":[36],"compared":[37],"a":[38,42,60,81,101],"few":[39,43],"options":[40],"with":[41,63,104,150,180],"selected":[44],"scenarios.":[45],"We":[46,107,168],"propose":[47],"use":[49,108,158],"genetic":[50],"algorithms":[51],"search":[53,114,203],"for":[54,59,141],"best":[56],"vaccination":[57],"strategy":[58,83],"given":[61],"scenario":[62,178],"program":[66,190],"as":[67],"fitness":[68,153],"scorer.":[69],"Vaccination":[70],"efficacy":[71],"varies":[72],"significantly.":[73],"Therefore,":[74],"real":[76],"challenge":[77],"find":[80],"good":[82],"without":[84],"knowledge":[86],"it.":[88],"software":[91,173],"efficient,":[93],"yet":[94],"still":[95],"takes":[96],"three":[97],"minutes":[98],"complete":[100],"run":[103],"Taiwan":[105],"population.":[106],"surrogate":[109,119,151,184,194,200],"speed":[111],"up":[112],"about":[115],"1000":[116],"times.":[117],"average":[122],"absolute":[125],"value":[126,154],"error":[128],"around":[129],"0.284":[130],"percent":[131],"and":[132,186,201],"rank":[134],"correlation":[135],"coefficient":[136],"greater":[138],"than":[139,165],"0.98":[140],"all":[142],"scenarios":[144],"except":[145],"one.":[146],"optimal":[148],"solution":[149],"very":[155],"close":[156],"simulations.":[159],"difference":[161],"generally":[163],"less":[164],"one":[166],"percent.":[167],"envision":[169],"that":[170],"autonomous":[172],"searches":[174],"through":[175],"huge":[177],"space":[179],"help":[182],"function":[185,195],"adaptively":[187],"executes":[188],"revise":[192],"produce":[197],"higher":[198],"fidelity":[199],"better":[202],"results.":[204]},"counts_by_year":[{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}