{"id":"https://openalex.org/W2037157836","doi":"https://doi.org/10.1155/2012/517234","title":"Methodological Triangulation Using Neural Networks for Business Research","display_name":"Methodological Triangulation Using Neural Networks for Business Research","publication_year":2012,"publication_date":"2012-03-08","ids":{"openalex":"https://openalex.org/W2037157836","doi":"https://doi.org/10.1155/2012/517234","mag":"2037157836"},"language":"en","primary_location":{"id":"doi:10.1155/2012/517234","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2012/517234","pdf_url":"https://downloads.hindawi.com/archive/2012/517234.pdf","source":{"id":"https://openalex.org/S202405347","display_name":"Advances in Artificial Neural Systems","issn_l":"1687-7594","issn":["1687-7594","1687-7608"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Artificial Neural Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/archive/2012/517234.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044878328","display_name":"Steven Walczak","orcid":"https://orcid.org/0000-0002-0449-6272"},"institutions":[{"id":"https://openalex.org/I131651094","display_name":"University of Denver","ror":"https://ror.org/04w7skc03","country_code":"US","type":"education","lineage":["https://openalex.org/I131651094"]},{"id":"https://openalex.org/I921990950","display_name":"University of Colorado Denver","ror":"https://ror.org/02hh7en24","country_code":"US","type":"education","lineage":["https://openalex.org/I921990950"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Steven Walczak","raw_affiliation_strings":["The Business School, University of Colorado Denver, Denver, CO 80202, USA"],"affiliations":[{"raw_affiliation_string":"The Business School, University of Colorado Denver, Denver, CO 80202, USA","institution_ids":["https://openalex.org/I131651094","https://openalex.org/I921990950"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5044878328"],"corresponding_institution_ids":["https://openalex.org/I131651094","https://openalex.org/I921990950"],"apc_list":null,"apc_paid":null,"fwci":1.4768,"has_fulltext":true,"cited_by_count":23,"citation_normalized_percentile":{"value":0.88156357,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"2012","issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10068","display_name":"Technology Adoption and User Behaviour","score":0.996999979019165,"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"}},"topics":[{"id":"https://openalex.org/T10068","display_name":"Technology Adoption and User Behaviour","score":0.996999979019165,"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/T11122","display_name":"Online Learning and Analytics","score":0.9682000279426575,"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/T12515","display_name":"Gender and Technology in Education","score":0.9574999809265137,"subfield":{"id":"https://openalex.org/subfields/3318","display_name":"Gender Studies"},"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/triangulation","display_name":"Triangulation","score":0.9266215562820435},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7792358994483948},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7237556576728821},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.7196980714797974},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5558232665061951},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5551347136497498},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5282976627349854},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.51715487241745},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.48993557691574097},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.45148617029190063},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.44717714190483093},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.3761226534843445},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.32245054841041565},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08879756927490234}],"concepts":[{"id":"https://openalex.org/C135981907","wikidata":"https://www.wikidata.org/wiki/Q188056","display_name":"Triangulation","level":2,"score":0.9266215562820435},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7792358994483948},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7237556576728821},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.7196980714797974},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5558232665061951},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5551347136497498},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5282976627349854},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.51715487241745},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.48993557691574097},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.45148617029190063},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.44717714190483093},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3761226534843445},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.32245054841041565},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08879756927490234},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1155/2012/517234","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2012/517234","pdf_url":"https://downloads.hindawi.com/archive/2012/517234.pdf","source":{"id":"https://openalex.org/S202405347","display_name":"Advances in Artificial Neural Systems","issn_l":"1687-7594","issn":["1687-7594","1687-7608"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Artificial Neural Systems","raw_type":"journal-article"},{"id":"pmh:oai:scholarcommons.usf.edu:si_facpub-1168","is_oa":true,"landing_page_url":"https://scholarcommons.usf.edu/si_facpub/169","pdf_url":null,"source":{"id":"https://openalex.org/S4377196272","display_name":"Digital Commons - University of South Florida (University of South Florida)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2613432","host_organization_name":"University of South Florida","host_organization_lineage":["https://openalex.org/I2613432"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"School of Information Faculty Publications","raw_type":"text"},{"id":"pmh:oai:digitalcommons.usf.edu:si_facpub-1168","is_oa":false,"landing_page_url":"https://digitalcommons.usf.edu/si_facpub/169","pdf_url":null,"source":{"id":"https://openalex.org/S4377196272","display_name":"Digital Commons - University of South Florida (University of South Florida)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2613432","host_organization_name":"University of South Florida","host_organization_lineage":["https://openalex.org/I2613432"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"School of Information Faculty Publications","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2012/517234","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2012/517234","pdf_url":"https://downloads.hindawi.com/archive/2012/517234.pdf","source":{"id":"https://openalex.org/S202405347","display_name":"Advances in Artificial Neural Systems","issn_l":"1687-7594","issn":["1687-7594","1687-7608"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Artificial Neural Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5199999809265137,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320332965","display_name":"University of Colorado Denver","ror":"https://ror.org/02hh7en24"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2037157836.pdf"},"referenced_works_count":104,"referenced_works":["https://openalex.org/W42668288","https://openalex.org/W1487725643","https://openalex.org/W1498504760","https://openalex.org/W1503436739","https://openalex.org/W1531743148","https://openalex.org/W1534477342","https://openalex.org/W1545877870","https://openalex.org/W1555249425","https://openalex.org/W1605607952","https://openalex.org/W1606169904","https://openalex.org/W1774460361","https://openalex.org/W1782977420","https://openalex.org/W1791587663","https://openalex.org/W1871961762","https://openalex.org/W1941358455","https://openalex.org/W1965559057","https://openalex.org/W1968182870","https://openalex.org/W1968434215","https://openalex.org/W1969480161","https://openalex.org/W1974808478","https://openalex.org/W1980569376","https://openalex.org/W1985475871","https://openalex.org/W1987198869","https://openalex.org/W1988115241","https://openalex.org/W1995446821","https://openalex.org/W1996228195","https://openalex.org/W1997142049","https://openalex.org/W1998522803","https://openalex.org/W1999183681","https://openalex.org/W2000164913","https://openalex.org/W2013822762","https://openalex.org/W2014351426","https://openalex.org/W2014647052","https://openalex.org/W2016207894","https://openalex.org/W2023316955","https://openalex.org/W2023691053","https://openalex.org/W2030444281","https://openalex.org/W2031877904","https://openalex.org/W2032002401","https://openalex.org/W2036347618","https://openalex.org/W2037796310","https://openalex.org/W2041135776","https://openalex.org/W2046356540","https://openalex.org/W2051471708","https://openalex.org/W2052994541","https://openalex.org/W2059332147","https://openalex.org/W2060512097","https://openalex.org/W2066108104","https://openalex.org/W2069510342","https://openalex.org/W2076143961","https://openalex.org/W2076790468","https://openalex.org/W2087182900","https://openalex.org/W2087271001","https://openalex.org/W2090993382","https://openalex.org/W2095916595","https://openalex.org/W2097104559","https://openalex.org/W2097426753","https://openalex.org/W2104487864","https://openalex.org/W2104869141","https://openalex.org/W2106096361","https://openalex.org/W2106524649","https://openalex.org/W2108959409","https://openalex.org/W2109111349","https://openalex.org/W2112488896","https://openalex.org/W2113894235","https://openalex.org/W2114386642","https://openalex.org/W2117212330","https://openalex.org/W2117332653","https://openalex.org/W2123016156","https://openalex.org/W2124181495","https://openalex.org/W2126512988","https://openalex.org/W2127645958","https://openalex.org/W2133677532","https://openalex.org/W2135293965","https://openalex.org/W2137983211","https://openalex.org/W2139637740","https://openalex.org/W2142181701","https://openalex.org/W2146733310","https://openalex.org/W2146904825","https://openalex.org/W2150238850","https://openalex.org/W2152958529","https://openalex.org/W2153407077","https://openalex.org/W2154165923","https://openalex.org/W2154317083","https://openalex.org/W2154762950","https://openalex.org/W2155225996","https://openalex.org/W2157825465","https://openalex.org/W2161349318","https://openalex.org/W2162061662","https://openalex.org/W2165868487","https://openalex.org/W2166849654","https://openalex.org/W2166982098","https://openalex.org/W2169279815","https://openalex.org/W2169483817","https://openalex.org/W2178480648","https://openalex.org/W2483767084","https://openalex.org/W2912565176","https://openalex.org/W3015634246","https://openalex.org/W3026721701","https://openalex.org/W3121438848","https://openalex.org/W3125354470","https://openalex.org/W3146803896","https://openalex.org/W4211007335","https://openalex.org/W4245422202"],"related_works":["https://openalex.org/W2366107444","https://openalex.org/W4388145910","https://openalex.org/W1976205134","https://openalex.org/W2381570729","https://openalex.org/W4248336175","https://openalex.org/W3009369890","https://openalex.org/W2031260042","https://openalex.org/W2391445434","https://openalex.org/W4312490297","https://openalex.org/W52703274"],"abstract_inverted_index":{"Artificial":[0],"neural":[1],"network":[2],"(ANN)":[3],"modeling":[4,76],"methods":[5,37,41],"are":[6,125],"becoming":[7],"more":[8,39],"widely":[9],"used":[10],"as":[11,112],"both":[12],"a":[13,19,68,113],"research":[14,48,104],"and":[15,27,50,67,77,119],"application":[16],"paradigm":[17],"across":[18],"much":[20],"wider":[21],"variety":[22],"of":[23,35,46,71,94,116],"business,":[24],"medical,":[25],"engineering,":[26],"social":[28],"science":[29],"disciplines.":[30],"The":[31],"combination":[32],"or":[33],"triangulation":[34,61,70],"ANN":[36,123],"with":[38,73],"traditional":[40],"can":[42],"facilitate":[43],"the":[44,92,120],"development":[45],"high-quality":[47],"models":[49,118,124],"also":[51],"improve":[52],"output":[53],"performance":[54],"for":[55,80,99],"real":[56],"world":[57],"applications.":[58],"Prior":[59],"methodological":[60,95],"that":[62],"utilizes":[63],"ANNs":[64,72],"is":[65,87,110],"reviewed":[66],"new":[69,107],"structural":[74],"equation":[75],"cluster":[78],"analysis":[79],"predicting":[81],"an":[82,129],"individual's":[83],"computer":[84],"self-efficacy":[85],"(CSE)":[86],"shown":[88],"to":[89,127],"empirically":[90],"analyze":[91],"effect":[93],"triangulation,":[96],"at":[97],"least":[98],"this":[100],"specific":[101],"information":[102],"systems":[103],"case.":[105],"A":[106],"construct,":[108],"engagement,":[109],"identified":[111],"necessary":[114],"component":[115],"CSE":[117,131],"subsequent":[121],"triangulated":[122],"able":[126],"achieve":[128],"84%":[130],"group":[132],"prediction":[133],"accuracy.":[134]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":2},{"year":2015,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}