{"id":"https://openalex.org/W4231590641","doi":"https://doi.org/10.1109/wsc.2012.6465059","title":"An integrated approach for the validation of emergence in component-based simulation models","display_name":"An integrated approach for the validation of emergence in component-based simulation models","publication_year":2012,"publication_date":"2012-12-01","ids":{"openalex":"https://openalex.org/W4231590641","doi":"https://doi.org/10.1109/wsc.2012.6465059"},"language":"en","primary_location":{"id":"doi:10.1109/wsc.2012.6465059","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc.2012.6465059","pdf_url":null,"source":{"id":"https://openalex.org/S4363608782","display_name":"Proceedings Title: Proceedings of the 2012 Winter Simulation Conference (WSC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings Title: Proceedings of the 2012 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016821538","display_name":"Claudia Szabo","orcid":"https://orcid.org/0000-0003-2501-1155"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Claudia Szabo","raw_affiliation_strings":["Department of Computer Science, University of Adelaide, Adelaide, Australia"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Adelaide, Adelaide, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019187849","display_name":"Yong Meng Teo","orcid":"https://orcid.org/0000-0002-3391-2941"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yong Meng Teo","raw_affiliation_strings":["Department of Computer Science, National University of Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5016821538"],"corresponding_institution_ids":["https://openalex.org/I5681781"],"apc_list":null,"apc_paid":null,"fwci":1.1958,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.81829733,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.965499997138977,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.957099974155426,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.7636889219284058},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7297112941741943},{"id":"https://openalex.org/keywords/a-priori-and-a-posteriori","display_name":"A priori and a posteriori","score":0.588614821434021},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5675991177558899},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5495122075080872},{"id":"https://openalex.org/keywords/contrast","display_name":"Contrast (vision)","score":0.44213682413101196},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3841700553894043},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.33792370557785034},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2631720006465912},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11994153261184692},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.0917181670665741},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.07147538661956787}],"concepts":[{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.7636889219284058},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7297112941741943},{"id":"https://openalex.org/C75553542","wikidata":"https://www.wikidata.org/wiki/Q178161","display_name":"A priori and a posteriori","level":2,"score":0.588614821434021},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5675991177558899},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5495122075080872},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.44213682413101196},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3841700553894043},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.33792370557785034},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2631720006465912},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11994153261184692},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0917181670665741},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.07147538661956787},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/wsc.2012.6465059","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc.2012.6465059","pdf_url":null,"source":{"id":"https://openalex.org/S4363608782","display_name":"Proceedings Title: Proceedings of the 2012 Winter Simulation Conference (WSC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings Title: Proceedings of the 2012 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},{"id":"pmh:oai:scholarbank.nus.edu.sg:10635/41319","is_oa":false,"landing_page_url":"http://scholarbank.nus.edu.sg/handle/10635/41319","pdf_url":null,"source":{"id":"https://openalex.org/S7407052290","display_name":"National University of Singapore","issn_l":null,"issn":[],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scopus","raw_type":"Conference Paper"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.416.6146","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.416.6146","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.informs-sim.org/wsc12papers/includes/files/con295.pdf","raw_type":"text"},{"id":"pmh:oai:digital.library.adelaide.edu.au:2440/77212","is_oa":false,"landing_page_url":"http://hdl.handle.net/2440/77212","pdf_url":null,"source":{"id":"https://openalex.org/S4306401835","display_name":"Adelaide Research & Scholarship (AR&S) (University of Adelaide)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I5681781","host_organization_name":"The University of Adelaide","host_organization_lineage":["https://openalex.org/I5681781"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://dx.doi.org/10.1109/wsc.2012.6465059","raw_type":"Conference paper"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Responsible consumption and production","id":"https://metadata.un.org/sdg/12","score":0.5}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320698","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W108943188","https://openalex.org/W1242929229","https://openalex.org/W1547854736","https://openalex.org/W1672553456","https://openalex.org/W1979671873","https://openalex.org/W1983730381","https://openalex.org/W2029525196","https://openalex.org/W2045803509","https://openalex.org/W2050353731","https://openalex.org/W2054288806","https://openalex.org/W2083146005","https://openalex.org/W2121598006","https://openalex.org/W2123766060","https://openalex.org/W2130547769","https://openalex.org/W2138015110","https://openalex.org/W2150312211","https://openalex.org/W2151415973","https://openalex.org/W2157646585","https://openalex.org/W2171148850","https://openalex.org/W3139556383","https://openalex.org/W3141069541","https://openalex.org/W3143356303","https://openalex.org/W4242915618","https://openalex.org/W4243266797","https://openalex.org/W6628078172","https://openalex.org/W6637256948","https://openalex.org/W6678744630","https://openalex.org/W6685429694"],"related_works":["https://openalex.org/W1974056099","https://openalex.org/W2386077341","https://openalex.org/W563589758","https://openalex.org/W5922282","https://openalex.org/W2954004777","https://openalex.org/W2949638731","https://openalex.org/W2951102138","https://openalex.org/W62490179","https://openalex.org/W4299447939","https://openalex.org/W2075740387"],"abstract_inverted_index":{"Emergent":[0],"properties":[1],"are":[2],"becoming":[3],"increasingly":[4],"important":[5],"as":[6,68],"systems":[7],"grow":[8],"in":[9,17,63,87,102,108],"size":[10],"and":[11,50,76],"complexity.":[12],"Despite":[13],"recent":[14],"research":[15],"interest":[16],"understanding":[18],"emergent":[19,56],"behavior,":[20],"practical":[21],"approaches":[22],"remain":[23],"a":[24,60,79],"key":[25],"challenge.":[26],"This":[27],"paper":[28],"proposes":[29],"an":[30],"integrated":[31],"approach":[32,98],"for":[33],"the":[34,53,103],"identification":[35],"of":[36,55,83,89,105],"emergence":[37,43,49,65,106],"with":[38],"two":[39],"perspectives.":[40],"A":[41],"post-mortem":[42],"analysis":[44,101],"requires":[45],"a-priori":[46],"knowledge":[47,75],"about":[48],"can":[51],"identify":[52],"causes":[54],"behavior.":[57],"In":[58],"contrast,":[59],"live":[61],"analysis,":[62],"which":[64],"is":[66],"identified":[67],"it":[69],"happens,":[70],"does":[71],"not":[72],"require":[73],"prior":[74],"relies":[77],"on":[78],"more":[80],"rigorous":[81],"definition":[82],"individual":[84],"model":[85,112],"components":[86],"terms":[88],"what":[90],"they":[91],"achieve,":[92],"rather":[93],"than":[94],"how.":[95],"Our":[96],"proposed":[97,110],"integrates":[99],"reconstructability":[100],"validation":[104],"included":[107],"our":[109],"component-based":[111],"development":[113],"life-cycle.":[114]},"counts_by_year":[{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
