{"id":"https://openalex.org/W4384700780","doi":"https://doi.org/10.1016/j.heliyon.2023.e18256","title":"Discrete choice experiments: An overview on constructing D-optimal and near-optimal choice sets","display_name":"Discrete choice experiments: An overview on constructing D-optimal and near-optimal choice sets","publication_year":2023,"publication_date":"2023-07-01","ids":{"openalex":"https://openalex.org/W4384700780","doi":"https://doi.org/10.1016/j.heliyon.2023.e18256","pmid":"https://pubmed.ncbi.nlm.nih.gov/37539251","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/10393626"},"language":"en","primary_location":{"id":"doi:10.1016/j.heliyon.2023.e18256","doi":"https://doi.org/10.1016/j.heliyon.2023.e18256","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.heliyon.2023.e18256","pdf_url":"http://www.cell.com/article/S2405844023054646/pdf","source":{"id":"https://openalex.org/S2898612692","display_name":"Heliyon","issn_l":"2405-8440","issn":["2405-8440"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","ki-jl-1","norway-1","poland-40","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Heliyon","raw_type":"journal-article"},"volume":null,"type":"review","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"http://www.cell.com/article/S2405844023054646/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022955237","display_name":"Abdulrahman S. Alamri","orcid":"https://orcid.org/0000-0002-9736-2328","observed_orcids":["https://orcid.org/0000-0002-9736-2328"]},"institutions":[{"id":"https://openalex.org/I4210099699","display_name":"University of Jeddah","ror":"https://ror.org/015ya8798","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210099699"]},{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU","SA"],"is_corresponding":false,"raw_author_name":"Abdulrahman S. Alamri","raw_affiliation_strings":["Department of Statistics, Faculty of Science, University of Jeddah, Jeddah, Saudi Arabia","School of Science, Royal Melbourne Institute of Technology University, Melbourne, VIC, 3000, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9736-2328","affiliations":[{"raw_affiliation_string":"Department of Statistics, Faculty of Science, University of Jeddah, Jeddah, Saudi Arabia","institution_ids":["https://openalex.org/I4210099699"]},{"raw_affiliation_string":"School of Science, Royal Melbourne Institute of Technology University, Melbourne, VIC, 3000, Australia","institution_ids":["https://openalex.org/I82951845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048311862","display_name":"S. Georgiou","orcid":"https://orcid.org/0000-0001-5096-0067","observed_orcids":["https://orcid.org/0000-0001-5096-0067"]},"institutions":[{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Stelios Georgiou","raw_affiliation_strings":["School of Science, Royal Melbourne Institute of Technology University, Melbourne, VIC, 3000, Australia"],"raw_orcid":"https://orcid.org/0000-0001-5096-0067","affiliations":[{"raw_affiliation_string":"School of Science, Royal Melbourne Institute of Technology University, Melbourne, VIC, 3000, Australia","institution_ids":["https://openalex.org/I82951845"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063467236","display_name":"Stella Stylianou","orcid":"https://orcid.org/0000-0003-3677-2830","observed_orcids":["https://orcid.org/0000-0003-3677-2830"]},"institutions":[{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Stella Stylianou","raw_affiliation_strings":["School of Science, Royal Melbourne Institute of Technology University, Melbourne, VIC, 3000, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Science, Royal Melbourne Institute of Technology University, Melbourne, VIC, 3000, Australia","institution_ids":["https://openalex.org/I82951845"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5048311862"],"corresponding_institution_ids":["https://openalex.org/I82951845"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":2.4539,"has_fulltext":true,"cited_by_count":46,"citation_normalized_percentile":{"value":0.91557669,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":100},"biblio":{"volume":"9","issue":"7","first_page":"e18256","last_page":"e18256"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10841","display_name":"Economic and Environmental Valuation","score":0.8398000001907349,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10841","display_name":"Economic and Environmental Valuation","score":0.8398000001907349,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11798","display_name":"Optimal Experimental Design Methods","score":0.15520000457763672,"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/T10315","display_name":"Decision-Making and Behavioral Economics","score":0.0007999999797903001,"subfield":{"id":"https://openalex.org/subfields/1800","display_name":"General Decision Sciences"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/discrete-choice-experiment","display_name":"discrete choice experiment","score":0.9980000257492065},{"id":"https://openalex.org/keywords/d-optimal-design","display_name":"D-optimal design","score":0.9340000152587891},{"id":"https://openalex.org/keywords/stated-preference","display_name":"stated preference","score":0.7419999837875366},{"id":"https://openalex.org/keywords/main-effects-model","display_name":"main effects model","score":0.6729999780654907},{"id":"https://openalex.org/keywords/sample-size","display_name":"sample size","score":0.49300000071525574}],"concepts":[{"id":"https://openalex.org/C190669063","wikidata":"https://www.wikidata.org/wiki/Q5282043","display_name":"Discrete choice","level":2,"score":0.45052653551101685},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.4160737991333008},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41385674476623535},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3830835521221161},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3448667526245117},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32384395599365234},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.27529770135879517},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.22760173678398132}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1016/j.heliyon.2023.e18256","doi":"https://doi.org/10.1016/j.heliyon.2023.e18256","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.heliyon.2023.e18256","pdf_url":"http://www.cell.com/article/S2405844023054646/pdf","source":{"id":"https://openalex.org/S2898612692","display_name":"Heliyon","issn_l":"2405-8440","issn":["2405-8440"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","ki-jl-1","norway-1","poland-40","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Heliyon","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10393626","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10393626","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10393626/pdf/main.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Heliyon","raw_type":"Text"},{"id":"pmid:37539251","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37539251","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Heliyon","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:7a72b1283f9b49e694100778f79b7e58","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/7a72b1283f9b49e694100778f79b7e58","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Heliyon, Vol 9, Iss 7, Pp e18256- (2023)","raw_type":"article"},{"id":"pmh:oai:figshare.com:article/27575181","doi":null,"is_oa":false,"landing_page_url":"https://figshare.com/articles/journal_contribution/Discrete_choice_experiments_An_overview_on_constructing_D-optimal_and_near-optimal_choice_sets/27575181","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1016/j.heliyon.2023.e18256","doi":"https://doi.org/10.1016/j.heliyon.2023.e18256","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.heliyon.2023.e18256","pdf_url":"http://www.cell.com/article/S2405844023054646/pdf","source":{"id":"https://openalex.org/S2898612692","display_name":"Heliyon","issn_l":"2405-8440","issn":["2405-8440"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","ki-jl-1","norway-1","poland-40","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Heliyon","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4384700780.pdf","grobid_xml":"https://content.openalex.org/works/W4384700780.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W84181955","https://openalex.org/W299882482","https://openalex.org/W336934324","https://openalex.org/W614862490","https://openalex.org/W1487022011","https://openalex.org/W1541394746","https://openalex.org/W1968486838","https://openalex.org/W1972795840","https://openalex.org/W1974945983","https://openalex.org/W1991438858","https://openalex.org/W2003786079","https://openalex.org/W2028847436","https://openalex.org/W2030493305","https://openalex.org/W2033442452","https://openalex.org/W2052106186","https://openalex.org/W2052900991","https://openalex.org/W2055874392","https://openalex.org/W2056701403","https://openalex.org/W2060079056","https://openalex.org/W2066060030","https://openalex.org/W2068928060","https://openalex.org/W2080420008","https://openalex.org/W2088186114","https://openalex.org/W2089593588","https://openalex.org/W2091378984","https://openalex.org/W2093584567","https://openalex.org/W2097632999","https://openalex.org/W2112512581","https://openalex.org/W2121722424","https://openalex.org/W2122033362","https://openalex.org/W2145299880","https://openalex.org/W2175895877","https://openalex.org/W2178030545","https://openalex.org/W2208515518","https://openalex.org/W2258197075","https://openalex.org/W2270504902","https://openalex.org/W2286993717","https://openalex.org/W2486444208","https://openalex.org/W2514451726","https://openalex.org/W2555566380","https://openalex.org/W2781656411","https://openalex.org/W2895773179","https://openalex.org/W2963839615","https://openalex.org/W2976025053","https://openalex.org/W2977883186","https://openalex.org/W3003428542","https://openalex.org/W3005103020","https://openalex.org/W3005916643","https://openalex.org/W3009879927","https://openalex.org/W3016071238","https://openalex.org/W3020632375"],"related_works":["https://openalex.org/W6945623800","https://openalex.org/W4387303180","https://openalex.org/W2977883186","https://openalex.org/W2965098190","https://openalex.org/W2491700952","https://openalex.org/W1984009588","https://openalex.org/W4206931367","https://openalex.org/W3004912947","https://openalex.org/W2059893030","https://openalex.org/W4386558310"],"abstract_inverted_index":{"Discrete":[0],"choice":[1,45,58,92,123,165,197],"experiments":[2,166,225],"(DCEs)":[3],"are":[4,18,27],"frequently":[5],"used":[6,90],"to":[7,35,60,88,117,152,192,221],"estimate":[8],"and":[9,151,182],"forecast":[10],"the":[11,52,62,66,97,103,106,126,161,168,194,200,207,219],"behavior":[12],"of":[13,32,40,44,54,105,160,163,179,189,196],"an":[14,158],"individual's":[15],"choice.":[16],"DCEs":[17],"based":[19],"on":[20,206],"stated":[21],"preference;":[22],"therefore,":[23],"underlying":[24],"experimental":[25],"designs":[26,38,82,120,140,184],"required":[28],"for":[29,79,170,212],"this":[30,149,227],"type":[31],"study.":[33],"According":[34],"psychologists,":[36],"DCE":[37,119],"consist":[39],"a":[41,48,57,145],"small":[42,139],"number":[43,53,195],"sets":[46,198],"with":[47,121,141,172],"limited":[49],"size":[50],"in":[51,65,91,96,128,144,167,187,199,226],"alternatives":[55],"within":[56],"set":[59],"increase":[61],"response":[63],"efficiency":[64],"questionnaire.":[67],"Even":[68],"though":[69],"algorithmic":[70],"constructions":[71,162],"(known":[72],"as":[73],"efficient":[74,213],"designs)":[75,86],"become":[76],"quite":[77],"common":[78],"practitioners,":[80],"optimal":[81,181,208],"(sometimes":[83],"so-called":[84],"orthogonal":[85],"continue":[87],"be":[89],"experiment":[93],"studies,":[94],"particularly":[95],"case":[98],"that":[99],"prior":[100],"information":[101],"about":[102],"extent":[104],"population":[107],"preference":[108],"is":[109,132],"not":[110],"available.":[111],"Various":[112],"approaches":[113],"have":[114],"been":[115],"developed":[116],"construct":[118],"fewer":[122],"sets.":[124],"However,":[125],"question":[127],"many":[129],"practitioners'":[130],"minds":[131],"which":[133,215],"techniques":[134],"perform":[135],"better":[136],"(i.e.":[137],"given":[138,146],"high":[142],"efficiency)":[143],"circumstance.":[147],"In":[148],"paper":[150],"address":[153],"these":[154],"concerns,":[155],"we":[156],"conducted":[157],"overview":[159],"discrete":[164],"literature":[169],"models":[171],"only":[173],"main":[174],"effects.":[175],"The":[176],"various":[177],"ways":[178],"constructing":[180],"near-optimal":[183],"were":[185],"compared":[186],"terms":[188],"their":[190],"ability":[191],"minimize":[193],"survey.":[201],"Our":[202],"findings":[203],"shed":[204],"light":[205],"sample":[209],"sizes":[210],"needed":[211],"experimentation":[214],"then":[216],"can":[217],"help":[218],"researchers":[220],"design":[222],"more":[223],"effective":[224],"area.":[228]},"counts_by_year":[{"year":2026,"cited_by_count":20},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2023-07-20T00:00:00"}