{"id":"https://openalex.org/W3144972196","doi":"https://doi.org/10.1109/wsc.2003.1261409","title":"How to conduct a successful simulation study","display_name":"How to conduct a successful simulation study","publication_year":2004,"publication_date":"2004-05-13","ids":{"openalex":"https://openalex.org/W3144972196","doi":"https://doi.org/10.1109/wsc.2003.1261409","mag":"3144972196"},"language":"en","primary_location":{"id":"doi:10.1109/wsc.2003.1261409","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc.2003.1261409","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2003 International Conference on Machine Learning and Cybernetics (IEEE Cat. No.03EX693)","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/A5013360630","display_name":"A.M. Law","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"A.M. Law","raw_affiliation_strings":["Averill M. Law and Associates, Inc., Tucson, AZ, USA"],"affiliations":[{"raw_affiliation_string":"Averill M. Law and Associates, Inc., Tucson, AZ, USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5013360630"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.6228,"has_fulltext":false,"cited_by_count":44,"citation_normalized_percentile":{"value":0.90113013,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"66","last_page":"70"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.2468000054359436,"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":0.2468000054359436,"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/T11810","display_name":"Complex Systems and Decision Making","score":0.2329999953508377,"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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.20399999618530273,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/computer-science","display_name":"Computer science","score":0.723863959312439},{"id":"https://openalex.org/keywords/randomness","display_name":"Randomness","score":0.6884086728096008},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.44227421283721924},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.4287135601043701},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4201752841472626},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.39870133996009827},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.38878798484802246},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3518828749656677},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.34434807300567627},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.3378753066062927},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16930216550827026},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07576736807823181}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.723863959312439},{"id":"https://openalex.org/C125112378","wikidata":"https://www.wikidata.org/wiki/Q176640","display_name":"Randomness","level":2,"score":0.6884086728096008},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.44227421283721924},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.4287135601043701},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4201752841472626},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.39870133996009827},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.38878798484802246},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3518828749656677},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.34434807300567627},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.3378753066062927},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16930216550827026},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07576736807823181},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wsc.2003.1261409","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc.2003.1261409","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2003 International Conference on Machine Learning and Cybernetics (IEEE Cat. No.03EX693)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W2970576388","https://openalex.org/W4392562160","https://openalex.org/W6669060165","https://openalex.org/W7071364070"],"related_works":["https://openalex.org/W3034924094","https://openalex.org/W3094954546","https://openalex.org/W1488708774","https://openalex.org/W2981906196","https://openalex.org/W1982811510","https://openalex.org/W4391100477","https://openalex.org/W4327779705","https://openalex.org/W1513698804","https://openalex.org/W4310560702","https://openalex.org/W2029712093"],"abstract_inverted_index":{"In":[0],"this":[1],"tutorial":[2],"we":[3],"give":[4],"a":[5,13,30],"definitive":[6],"and":[7,25,32,41,46],"comprehensive":[8],"seven-step":[9],"approach":[10],"for":[11],"conducting":[12],"successful":[14],"simulation":[15,44],"study.":[16],"Topics":[17],"to":[18],"be":[19],"discussed":[20],"include":[21],"problem":[22],"formulation,":[23],"collection":[24],"analysis":[26,42],"of":[27,37,43],"data,":[28],"developing":[29],"valid":[31],"credible":[33],"model,":[34],"modeling":[35],"sources":[36],"system":[38],"randomness,":[39],"design":[40],"experiments,":[45],"project":[47],"management.":[48]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":1},{"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":2},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":3}],"updated_date":"2026-02-25T21:11:00.739837","created_date":"2025-10-10T00:00:00"}