{"id":"https://openalex.org/W2938578532","doi":"https://doi.org/10.1007/s10707-019-00345-2","title":"Using word embeddings to generate data-driven human agent decision-making from natural language","display_name":"Using word embeddings to generate data-driven human agent decision-making from natural language","publication_year":2019,"publication_date":"2019-04-01","ids":{"openalex":"https://openalex.org/W2938578532","doi":"https://doi.org/10.1007/s10707-019-00345-2","mag":"2938578532"},"language":"en","primary_location":{"id":"doi:10.1007/s10707-019-00345-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10707-019-00345-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10707-019-00345-2.pdf","source":{"id":"https://openalex.org/S4210168194","display_name":"GeoInformatica","issn_l":"1384-6175","issn":["1384-6175","1573-7624"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GeoInformatica","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10707-019-00345-2.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041672160","display_name":"Bryan C. Runck","orcid":"https://orcid.org/0000-0002-7015-1539"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Bryan C. Runck","raw_affiliation_strings":["Department of Geography, Environment and Society, University of Minnesota \u2013 Twin Cities, 414 Social Sciences Building, 267 19th Ave S, Minneapolis, MN, 55455, USA"],"affiliations":[{"raw_affiliation_string":"Department of Geography, Environment and Society, University of Minnesota \u2013 Twin Cities, 414 Social Sciences Building, 267 19th Ave S, Minneapolis, MN, 55455, USA","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082379114","display_name":"Steven M. Manson","orcid":"https://orcid.org/0000-0001-7697-5339"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Steven Manson","raw_affiliation_strings":["Department of Geography, Environment and Society, University of Minnesota \u2013 Twin Cities, 414 Social Sciences Building, 267 19th Ave S, Minneapolis, MN, 55455, USA"],"affiliations":[{"raw_affiliation_string":"Department of Geography, Environment and Society, University of Minnesota \u2013 Twin Cities, 414 Social Sciences Building, 267 19th Ave S, Minneapolis, MN, 55455, USA","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045930592","display_name":"Eric Shook","orcid":"https://orcid.org/0000-0002-8144-5022"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eric Shook","raw_affiliation_strings":["Department of Geography, Environment and Society, University of Minnesota \u2013 Twin Cities, 414 Social Sciences Building, 267 19th Ave S, Minneapolis, MN, 55455, USA"],"affiliations":[{"raw_affiliation_string":"Department of Geography, Environment and Society, University of Minnesota \u2013 Twin Cities, 414 Social Sciences Building, 267 19th Ave S, Minneapolis, MN, 55455, USA","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016462041","display_name":"Maria Gini","orcid":"https://orcid.org/0000-0001-8841-1055"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Maria Gini","raw_affiliation_strings":["Department of Computer Science and Engineering, 4-192 Keller Hall, 200 Union St SE, Minneapolis, MN, 55455, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, 4-192 Keller Hall, 200 Union St SE, Minneapolis, MN, 55455, USA","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030757313","display_name":"Nicholas Jordan","orcid":"https://orcid.org/0000-0001-9518-4284"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nicholas Jordan","raw_affiliation_strings":["Department of Agronomy and Plant Genetics, 411 Borlaug Hall, 1991 Upper Buford Circle, St. Paul, MN, 55108, USA"],"affiliations":[{"raw_affiliation_string":"Department of Agronomy and Plant Genetics, 411 Borlaug Hall, 1991 Upper Buford Circle, St. Paul, MN, 55108, USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5041672160"],"corresponding_institution_ids":["https://openalex.org/I130238516"],"apc_list":{"value":2590,"currency":"EUR","value_usd":3190},"apc_paid":{"value":2590,"currency":"EUR","value_usd":3190},"fwci":1.7375,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.84501425,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"23","issue":"2","first_page":"221","last_page":"242"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12090","display_name":"Language and cultural evolution","score":0.9868999719619751,"subfield":{"id":"https://openalex.org/subfields/3316","display_name":"Cultural Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9819999933242798,"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/computer-science","display_name":"Computer science","score":0.7177382707595825},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.6291484236717224},{"id":"https://openalex.org/keywords/heuristics","display_name":"Heuristics","score":0.5151411294937134},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4729357063770294},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.47049474716186523},{"id":"https://openalex.org/keywords/natural-language-understanding","display_name":"Natural language understanding","score":0.4439452886581421},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4033513367176056},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3946344554424286},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3642001152038574}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7177382707595825},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.6291484236717224},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.5151411294937134},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4729357063770294},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.47049474716186523},{"id":"https://openalex.org/C2779439875","wikidata":"https://www.wikidata.org/wiki/Q1078276","display_name":"Natural language understanding","level":3,"score":0.4439452886581421},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4033513367176056},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3946344554424286},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3642001152038574},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10707-019-00345-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10707-019-00345-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10707-019-00345-2.pdf","source":{"id":"https://openalex.org/S4210168194","display_name":"GeoInformatica","issn_l":"1384-6175","issn":["1384-6175","1573-7624"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GeoInformatica","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10707-019-00345-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10707-019-00345-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10707-019-00345-2.pdf","source":{"id":"https://openalex.org/S4210168194","display_name":"GeoInformatica","issn_l":"1384-6175","issn":["1384-6175","1573-7624"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GeoInformatica","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.550000011920929,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2938578532.pdf","grobid_xml":"https://content.openalex.org/works/W2938578532.grobid-xml"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W252988947","https://openalex.org/W264722012","https://openalex.org/W582057757","https://openalex.org/W947140380","https://openalex.org/W1486777056","https://openalex.org/W1577025164","https://openalex.org/W1629317078","https://openalex.org/W1662133657","https://openalex.org/W1672202071","https://openalex.org/W1714704734","https://openalex.org/W1958547877","https://openalex.org/W1971309476","https://openalex.org/W1987353489","https://openalex.org/W1992531910","https://openalex.org/W2006012747","https://openalex.org/W2008109016","https://openalex.org/W2026357871","https://openalex.org/W2039742252","https://openalex.org/W2044098639","https://openalex.org/W2076329683","https://openalex.org/W2091069417","https://openalex.org/W2116481527","https://openalex.org/W2132339004","https://openalex.org/W2140290607","https://openalex.org/W2151389381","https://openalex.org/W2151789396","https://openalex.org/W2153791066","https://openalex.org/W2159918425","https://openalex.org/W2162829624","https://openalex.org/W2162915529","https://openalex.org/W2193700427","https://openalex.org/W2250539671","https://openalex.org/W2251803266","https://openalex.org/W2513172296","https://openalex.org/W2514262342","https://openalex.org/W2552259814","https://openalex.org/W2553838540","https://openalex.org/W2562464660","https://openalex.org/W2599913900","https://openalex.org/W2604753731","https://openalex.org/W2765195368","https://openalex.org/W2782772014","https://openalex.org/W2787883929","https://openalex.org/W2889011686","https://openalex.org/W2950133940","https://openalex.org/W2950577311","https://openalex.org/W2951262780","https://openalex.org/W2963657312","https://openalex.org/W3098820870","https://openalex.org/W3123273839","https://openalex.org/W4229545570","https://openalex.org/W4254195438","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2367925007","https://openalex.org/W3015724364","https://openalex.org/W4288263119","https://openalex.org/W2967994095","https://openalex.org/W2900126711","https://openalex.org/W4226226396","https://openalex.org/W4285240985","https://openalex.org/W4225162083","https://openalex.org/W4308854837","https://openalex.org/W3153750606"],"abstract_inverted_index":{"Generating":[0],"replicable":[1],"and":[2,15,34,39,54,80,88,102,145,239],"empirically":[3],"valid":[4],"models":[5,25,92],"of":[6,17,26,31,46,157,184,221,253],"human":[7,147,178,233],"decision-making":[8,27,187],"is":[9,28,60,85,118,229],"crucial":[10],"for":[11,42,177,249],"the":[12,40,100,141,198,218],"scientific":[13],"accuracy":[14],"reproducibility":[16],"agent-based":[18,193,211,254],"models.":[19,51],"A":[20,52,112],"two-fold":[21],"challenge":[22],"in":[23,123],"developing":[24],"a":[29,154,182,191,241,250],"lack":[30],"high":[32,35],"resolution":[33],"quality":[36],"behavioral":[37],"data":[38,49,139],"need":[41],"more":[43],"transparent":[44],"means":[45],"translating":[47],"these":[48,116],"into":[50],"common":[53],"largely":[55],"successful":[56],"approach":[57,72,168],"to":[58,91,96,115,137,143,159,170,206,231,244],"modeling":[59,255],"hand-crafting":[61],"agent":[62,225,246],"decision":[63,76,81,179],"heuristics":[64],"from":[65,133,140,236],"qualitative":[66,71,222],"field":[67,134],"interviews.":[68],"This":[69,167],"empirically-based,":[70],"successfully":[73],"incorporates":[74],"contextual":[75],"making,":[77],"heterogeneous":[78],"preferences,":[79],"strategies.":[82],"However,":[83],"it":[84],"labor":[86],"intensive":[87],"often":[89],"leads":[90],"that":[93,162,195],"are":[94],"hard":[95],"replicate,":[97],"thereby":[98],"limiting":[99],"scale":[101],"scope":[103],"over":[104],"which":[105,127],"such":[106],"methods":[107],"can":[108,128,202],"be":[109,171,203],"usefully":[110],"applied.":[111],"potential":[113],"solution":[114],"problems":[117],"provided":[119],"by":[120],"new":[121,242],"approaches":[122],"natural":[124,185,237],"language":[125,186,238],"processing,":[126],"use":[129,151,256],"textual":[130],"sources":[131],"ranging":[132],"interview":[135],"transcripts":[136],"unstructured":[138],"web":[142],"capture":[144],"represent":[146],"cognition.":[148],"Here":[149],"we":[150,200,227],"word":[152],"embeddings,":[153],"vector-based":[155],"representation":[156],"language,":[158],"create":[160,201],"agents":[161,199],"reason":[163],"using":[164],"similarity":[165],"comparison.":[166],"proves":[169],"effective":[172],"at":[173],"mirroring":[174],"theoretical":[175],"expectations":[176],"biases":[180],"across":[181],"range":[183],"tasks.":[188],"We":[189],"provide":[190],"proof-of-concept":[192],"model":[194,212,245],"illustrates":[196],"how":[197],"readily":[204],"deployed":[205],"study":[207],"cultural":[208],"diffusion.":[209],"The":[210,224],"replicates":[213],"previously":[214],"found":[215],"results":[216],"with":[217],"added":[219],"benefit":[220],"interpretability.":[223],"architecture":[226],"propose":[228],"able":[230],"mirror":[232],"likelihood":[234],"assessments":[235],"offers":[240],"way":[243],"cognitive":[247],"processes":[248],"broad":[251],"array":[252],"cases.":[257]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}