{"id":"https://openalex.org/W2797401874","doi":"https://doi.org/10.1108/imds-02-2017-0044","title":"Recommending valuable ideas in an open innovation community","display_name":"Recommending valuable ideas in an open innovation community","publication_year":2018,"publication_date":"2018-04-13","ids":{"openalex":"https://openalex.org/W2797401874","doi":"https://doi.org/10.1108/imds-02-2017-0044","mag":"2797401874"},"language":"en","primary_location":{"id":"doi:10.1108/imds-02-2017-0044","is_oa":false,"landing_page_url":"https://doi.org/10.1108/imds-02-2017-0044","pdf_url":null,"source":{"id":"https://openalex.org/S37320504","display_name":"Industrial Management & Data Systems","issn_l":"0263-5577","issn":["0263-5577","1758-5783"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Industrial Management & Data Systems","raw_type":"journal-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/A5103045351","display_name":"Hanjun Lee","orcid":"https://orcid.org/0000-0002-9005-3661"},"institutions":[{"id":"https://openalex.org/I146496621","display_name":"Korea National Defense University","ror":"https://ror.org/05t1bc854","country_code":"KR","type":"education","lineage":["https://openalex.org/I146496621"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Hanjun Lee","raw_affiliation_strings":["Korea Institute for Defense Analyses, Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"Korea Institute for Defense Analyses, Seoul, South Korea","institution_ids":["https://openalex.org/I146496621"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101887792","display_name":"Keunho Choi","orcid":"https://orcid.org/0009-0009-1343-2500"},"institutions":[{"id":"https://openalex.org/I145808223","display_name":"Hanbat National University","ror":"https://ror.org/00x514t95","country_code":"KR","type":"education","lineage":["https://openalex.org/I145808223"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Keunho Choi","raw_affiliation_strings":["Department of Business Administration, Hanbat National University, Daejeon, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Business Administration, Hanbat National University, Daejeon, South Korea","institution_ids":["https://openalex.org/I145808223"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052576532","display_name":"Donghee Yoo","orcid":"https://orcid.org/0000-0002-4063-6586"},"institutions":[{"id":"https://openalex.org/I189442560","display_name":"Gyeongsang National University","ror":"https://ror.org/00saywf64","country_code":"KR","type":"education","lineage":["https://openalex.org/I189442560"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Donghee Yoo","raw_affiliation_strings":["Department of Management Information Systems, BERI, Gyeongsang National University, Jinju, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Management Information Systems, BERI, Gyeongsang National University, Jinju, South Korea","institution_ids":["https://openalex.org/I189442560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035953216","display_name":"Yongmoo Suh","orcid":"https://orcid.org/0000-0002-3958-5777"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yongmoo Suh","raw_affiliation_strings":["College of Business Administration, Korea University, Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"College of Business Administration, Korea University, Seoul, South Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061946489","display_name":"Soowon Lee","orcid":"https://orcid.org/0000-0001-5863-1188"},"institutions":[{"id":"https://openalex.org/I141371507","display_name":"Soongsil University","ror":"https://ror.org/017xnm587","country_code":"KR","type":"education","lineage":["https://openalex.org/I141371507"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Soowon Lee","raw_affiliation_strings":["School of Software, Soongsil University, Dongjak-gu, South Korea"],"affiliations":[{"raw_affiliation_string":"School of Software, Soongsil University, Dongjak-gu, South Korea","institution_ids":["https://openalex.org/I141371507"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054518760","display_name":"Guijia He","orcid":"https://orcid.org/0009-0000-4129-1877"},"institutions":[{"id":"https://openalex.org/I141371507","display_name":"Soongsil University","ror":"https://ror.org/017xnm587","country_code":"KR","type":"education","lineage":["https://openalex.org/I141371507"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Guijia He","raw_affiliation_strings":["Department of Computer Science and Engineering, Soongsil University, Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Soongsil University, Seoul, South Korea","institution_ids":["https://openalex.org/I141371507"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5103045351"],"corresponding_institution_ids":["https://openalex.org/I146496621"],"apc_list":null,"apc_paid":null,"fwci":6.3027,"has_fulltext":false,"cited_by_count":41,"citation_normalized_percentile":{"value":0.96109932,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"118","issue":"4","first_page":"683","last_page":"699"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11675","display_name":"Open Source Software Innovations","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11675","display_name":"Open Source Software Innovations","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10609","display_name":"Digital Marketing and Social Media","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T12028","display_name":"Knowledge Management and Sharing","score":0.9948999881744385,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/information-overload","display_name":"Information overload","score":0.7569656372070312},{"id":"https://openalex.org/keywords/originality","display_name":"Originality","score":0.7224042415618896},{"id":"https://openalex.org/keywords/open-innovation","display_name":"Open innovation","score":0.6980116963386536},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6305469274520874},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6054204702377319},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.5457590818405151},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5388031005859375},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.521988034248352},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.5104681253433228},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.49081024527549744},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.42534345388412476},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.42289793491363525},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.3911888003349304},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.19843345880508423},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.15410789847373962},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.09262123703956604},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.08674681186676025},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.0862073302268982}],"concepts":[{"id":"https://openalex.org/C186625053","wikidata":"https://www.wikidata.org/wiki/Q1130191","display_name":"Information overload","level":2,"score":0.7569656372070312},{"id":"https://openalex.org/C2776950860","wikidata":"https://www.wikidata.org/wiki/Q2914681","display_name":"Originality","level":3,"score":0.7224042415618896},{"id":"https://openalex.org/C148415826","wikidata":"https://www.wikidata.org/wiki/Q1469997","display_name":"Open innovation","level":2,"score":0.6980116963386536},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6305469274520874},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6054204702377319},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.5457590818405151},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5388031005859375},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.521988034248352},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.5104681253433228},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.49081024527549744},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.42534345388412476},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.42289793491363525},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3911888003349304},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.19843345880508423},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.15410789847373962},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.09262123703956604},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.08674681186676025},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0862073302268982},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C11012388","wikidata":"https://www.wikidata.org/wiki/Q170658","display_name":"Creativity","level":2,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1108/imds-02-2017-0044","is_oa":false,"landing_page_url":"https://doi.org/10.1108/imds-02-2017-0044","pdf_url":null,"source":{"id":"https://openalex.org/S37320504","display_name":"Industrial Management & Data Systems","issn_l":"0263-5577","issn":["0263-5577","1758-5783"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Industrial Management & Data Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.6600000262260437}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":63,"referenced_works":["https://openalex.org/W38739846","https://openalex.org/W40549020","https://openalex.org/W53455307","https://openalex.org/W104703790","https://openalex.org/W166312274","https://openalex.org/W319996907","https://openalex.org/W1663587272","https://openalex.org/W1953288309","https://openalex.org/W1956559956","https://openalex.org/W1958632413","https://openalex.org/W1965449946","https://openalex.org/W1965497188","https://openalex.org/W1973195099","https://openalex.org/W1979461265","https://openalex.org/W1983472973","https://openalex.org/W1998061582","https://openalex.org/W2004214228","https://openalex.org/W2005144646","https://openalex.org/W2021270290","https://openalex.org/W2031998113","https://openalex.org/W2035598447","https://openalex.org/W2044739901","https://openalex.org/W2061941130","https://openalex.org/W2066349454","https://openalex.org/W2067767241","https://openalex.org/W2081580037","https://openalex.org/W2082298179","https://openalex.org/W2085582472","https://openalex.org/W2087294982","https://openalex.org/W2087712586","https://openalex.org/W2097726431","https://openalex.org/W2099804514","https://openalex.org/W2100987085","https://openalex.org/W2101442171","https://openalex.org/W2103683006","https://openalex.org/W2104948296","https://openalex.org/W2112744748","https://openalex.org/W2115749709","https://openalex.org/W2120844411","https://openalex.org/W2138605095","https://openalex.org/W2138912328","https://openalex.org/W2139134856","https://openalex.org/W2139316058","https://openalex.org/W2148846931","https://openalex.org/W2150658633","https://openalex.org/W2157684370","https://openalex.org/W2164284962","https://openalex.org/W2165118109","https://openalex.org/W2171913146","https://openalex.org/W2189477049","https://openalex.org/W2218641061","https://openalex.org/W2241285214","https://openalex.org/W2267835966","https://openalex.org/W2323405617","https://openalex.org/W2333367144","https://openalex.org/W2560223852","https://openalex.org/W2564550186","https://openalex.org/W3122736754","https://openalex.org/W3123443084","https://openalex.org/W3124737430","https://openalex.org/W3124946654","https://openalex.org/W4239669032","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2041415459","https://openalex.org/W2593155302","https://openalex.org/W2072812638","https://openalex.org/W3126095231","https://openalex.org/W2352855287","https://openalex.org/W4200071106","https://openalex.org/W2378906650","https://openalex.org/W2384288445","https://openalex.org/W2382526412","https://openalex.org/W2347474189"],"abstract_inverted_index":{"Purpose":[0],"Open":[1],"innovation":[2,26,69,81,200,210,242],"communities":[3,27],"are":[4],"a":[5,78,92,215],"growing":[6],"trend":[7],"across":[8],"diverse":[9],"industries":[10],"because":[11],"they":[12],"provide":[13],"opportunities":[14],"of":[15,42,50,55,63,115,132,151,170,177,194,205,257],"collaborating":[16],"with":[17,191],"customers":[18,85],"and":[19,105,112,141,153,184,214,253],"exploiting":[20],"their":[21,87],"knowledge":[22],"effectively.":[23],"Although":[24],"open":[25,68,80,199,258],"can":[28,33,230],"be":[29,237],"strategic":[30],"assets":[31],"that":[32,139,235],"help":[34],"firms":[35,37],"innovate,":[36],"nonetheless":[38],"face":[39],"the":[40,48,51,61,116,129,149,154,161,168,175,181,192,220,225,228,244,250,255],"challenge":[41],"information":[43,64,195,251],"overload":[44,65,196,252],"incurred":[45],"due":[46],"to":[47,59,123,127,218],"characteristic":[49],"community.":[52],"The":[53,89,136],"purpose":[54],"this":[56],"paper":[57],"is":[58],"mitigate":[60,219],"problem":[62,193,221],"in":[66,83,147,197,243],"an":[67,198,209],"environment.":[70],"Design/methodology/approach":[71],"This":[72,188],"study":[73],"chose":[74],"MyStarbucksIdea.com":[75],"(MSI)":[76],"as":[77,174],"target":[79],"community":[82,211],"which":[84],"share":[86],"ideas.":[88],"authors":[90],"analyzed":[91],"large":[93,203],"data":[94,117],"set":[95],"collected":[96],"from":[97,208],"MSI":[98],"utilizing":[99],"text":[100],"mining":[101],"techniques":[102],"including":[103],"TF-IDF":[104],"sentiment":[106],"analysis,":[107],"while":[108,180],"considering":[109],"both":[110],"term":[111,140],"non-term":[113,142],"features":[114,120,143],"set.":[118],"Those":[119],"were":[121,212],"used":[122],"develop":[124],"classification":[125,156,163,171],"models":[126,172],"calculate":[128],"adoption":[130],"probability":[131],"each":[133],"idea.":[134],"Findings":[135],"results":[137],"showed":[138],"play":[144],"important":[145],"roles":[146],"predicting":[148],"adoptability":[150],"ideas":[152,234],"best":[155],"accuracy":[157],"was":[158,222],"achieved":[159],"by":[160],"hybrid":[162],"models.":[164],"In":[165],"most":[166],"cases,":[167],"precisions":[169],"decreased":[173],"number":[176],"recommendations":[178,232],"increased,":[179],"models\u2019":[182],"recalls":[183],"F1s":[185],"increased.":[186],"Originality/value":[187],"research":[189],"dealt":[190],"context.":[201],"A":[202],"amount":[204],"customer":[206],"opinions":[207],"examined":[213],"recommendation":[216],"system":[217],"proposed.":[223],"Using":[224],"proposed":[226],"system,":[227],"firm":[229],"get":[231],"for":[233,239],"could":[236],"valuable":[238],"its":[240],"business":[241],"idea":[245],"generation":[246],"phase,":[247],"thereby":[248],"resolving":[249],"enhancing":[254],"effectiveness":[256],"innovation.":[259]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}