{"id":"https://openalex.org/W3187001727","doi":"https://doi.org/10.2139/ssrn.3398121","title":"Integrating Situation-Based and Simulation-Based Approaches for Teaching Computer Network Design by the Process Mining Technique: Fuzzy Model","display_name":"Integrating Situation-Based and Simulation-Based Approaches for Teaching Computer Network Design by the Process Mining Technique: Fuzzy Model","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W3187001727","doi":"https://doi.org/10.2139/ssrn.3398121","mag":"3187001727"},"language":"en","primary_location":{"id":"doi:10.2139/ssrn.3398121","doi":"https://doi.org/10.2139/ssrn.3398121","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.3398121","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"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":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.2139/ssrn.3398121","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039488414","display_name":"Anake Nammakhunt","orcid":"https://orcid.org/0000-0002-8428-3532","observed_orcids":["https://orcid.org/0000-0002-8428-3532"]},"institutions":[{"id":"https://openalex.org/I4392738263","display_name":"Thonburi University","ror":"https://ror.org/02x2py139","country_code":"TH","type":"education","lineage":["https://openalex.org/I4392738263"]}],"countries":["TH"],"is_corresponding":true,"raw_author_name":"Anake Nammakhunt","raw_affiliation_strings":["Faculty of Business Administration, Thonburi University, Thailand, 248 Phetkasem 110 Nongkhaengphlu,NongkhaemDistrict, Bangkok 10160, Thailand","Faculty of Business Administration, Thonburi University, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Business Administration, Thonburi University, Thailand, 248 Phetkasem 110 Nongkhaengphlu,NongkhaemDistrict, Bangkok 10160, Thailand","institution_ids":["https://openalex.org/I4392738263"]},{"raw_affiliation_string":"Faculty of Business Administration, Thonburi University, Thailand","institution_ids":["https://openalex.org/I4392738263"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038992310","display_name":"Tommanee Sooksai","orcid":"https://orcid.org/0000-0001-8764-0083","observed_orcids":["https://orcid.org/0000-0001-8764-0083"]},"institutions":[{"id":"https://openalex.org/I4210105946","display_name":"Suan Sunandha Rajabhat University","ror":"https://ror.org/01sj5ez28","country_code":"TH","type":"education","lineage":["https://openalex.org/I4210105946"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Tommanee Sooksai","raw_affiliation_strings":["College of Logistics and Supply Chain Management, Suan Sunandha Rajabhat University, Thailand, 1 U-Thong nok Road, Dusit, Bangkok 10300, Thailand","College of Logistics and Supply Chain Management, Suan Sunandha Rajabhat University, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Logistics and Supply Chain Management, Suan Sunandha Rajabhat University, Thailand, 1 U-Thong nok Road, Dusit, Bangkok 10300, Thailand","institution_ids":["https://openalex.org/I4210105946"]},{"raw_affiliation_string":"College of Logistics and Supply Chain Management, Suan Sunandha Rajabhat University, Thailand","institution_ids":["https://openalex.org/I4210105946"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5039488414"],"corresponding_institution_ids":["https://openalex.org/I4392738263"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.7846999764442444,"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/T11122","display_name":"Online Learning and Analytics","score":0.7846999764442444,"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/T14496","display_name":"Educational Technology and E-Learning","score":0.04619999974966049,"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"}},{"id":"https://openalex.org/T11526","display_name":"Innovative Teaching Methods","score":0.031199999153614044,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"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/situational-learning","display_name":"situational learning","score":0.8330000042915344},{"id":"https://openalex.org/keywords/simulation-based-training","display_name":"simulation-based training","score":0.9959999918937683},{"id":"https://openalex.org/keywords/active-learning","display_name":"active learning","score":0.8309999704360962},{"id":"https://openalex.org/keywords/process-mining","display_name":"process mining","score":0.8970000147819519},{"id":"https://openalex.org/keywords/fuzzy-modeling","display_name":"fuzzy modeling","score":0.9340000152587891},{"id":"https://openalex.org/keywords/student-learning-behavior","display_name":"student learning behavior","score":0.7490000128746033},{"id":"https://openalex.org/keywords/student-satisfaction","display_name":"student satisfaction","score":0.9010000228881836},{"id":"https://openalex.org/keywords/academic-achievement","display_name":"academic performance","score":0.859000027179718}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6654497981071472},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6387439370155334},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5118216872215271},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.48074865341186523},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4249817132949829},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4037245810031891},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.35587984323501587},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18553870916366577},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.05966600775718689}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.2139/ssrn.3398121","doi":"https://doi.org/10.2139/ssrn.3398121","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.3398121","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"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":"posted-content"},{"id":"pmh:oai:so05.tci-thaijo.org:article/218450","doi":null,"is_oa":true,"landing_page_url":"https://so05.tci-thaijo.org/index.php/PSAKUIJIR/article/view/218450","pdf_url":"https://so05.tci-thaijo.org/index.php/PSAKUIJIR/article/download/218450/151281","source":{"id":"https://openalex.org/S7407075432","display_name":"Asian Interdisciplinary and Sustainability Review","issn_l":"2730-3632","issn":["2730-3632"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2730-3632","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.2139/ssrn.3398121","doi":"https://doi.org/10.2139/ssrn.3398121","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.3398121","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"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":"posted-content"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.9901999831199646,"display_name":"Quality education"}],"study_designs":[{"id":"https://openalex.org/study-designs/clinical-trial","display_name":"Clinical Trial"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3187001727.pdf","grobid_xml":"https://content.openalex.org/works/W3187001727.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3185519813","https://openalex.org/W7215247157","https://openalex.org/W4317826843","https://openalex.org/W46403022","https://openalex.org/W2280291775","https://openalex.org/W3116391512","https://openalex.org/W2958894507","https://openalex.org/W2982549357","https://openalex.org/W4383724078","https://openalex.org/W6929863755"],"abstract_inverted_index":{"The":[0,53,90,101,182],"objectives":[1],"of":[2,43,61,71,86,124,132,200,216],"this":[3,143],"study":[4,28,54,193],"were:":[5],"(1)":[6,107],"to":[7,27,40,191,196,244],"measure":[8],"learning":[9,12,32,46,109,141,189,223],"achievement":[10,163],"after":[11],"process":[13],"by":[14,33,47,110,142],"using":[15,111],"Active":[16],"Learning":[17,20,114],"and":[18,38,99,175,184,226,239],"E-contingent":[19,222],"for":[21,95,116],"teaching":[22,36,117,144],"computer":[23,118],"network":[24,119],"design,":[25,120],"(2)":[26,135],"students\u2019":[29],"satisfaction":[30,139],"on":[31,57,140],"such":[34,112],"both":[35],"models,":[37,225],"(3)":[39,150],"analyze":[41],"behaviors":[42],"students":[44],"during":[45],"the":[48,58,69,77,82,121,133,176,211,247],"Process":[49,152,227],"Mining":[50,153,228],"Technique":[51,154,229],"(PMT).":[52],"was":[55,126],"done":[56],"sampling":[59],"group":[60],"22":[62],"third-year":[63],"students,":[64],"majoring":[65],"Computer":[66],"Business":[67,72],"at":[68,88,146,167,172,179,202,213],"Faculty":[70],"Administration,":[73],"Thonburi":[74],"University.":[75],"From":[76],"study,":[78],"it":[79,158],"could":[80,230,234],"show":[81],"Cronbach\u2019s":[83],"alpha":[84],"reliability":[85],"questionnaires":[87],".85.":[89],"data":[91],"were":[92],"statistically":[93,127],"analyzed":[94],"mean,":[96],"standard":[97],"deviation,":[98],"t-test.":[100],"research":[102],"results":[103],"revealed":[104],"as":[105],"follows:":[106],"After":[108],"2":[113],"processes":[115],"mean":[122],"score":[123],"post-test":[125],"significantly":[128],"higher":[129,148],"than":[130],"that":[131],"pre-test.":[134],"Students":[136],"rated":[137],"their":[138],"model":[145],"a":[147],"level.":[149],"Through":[151],"with":[155,161],"Fuzzy":[156],"model,":[157],"supported":[159],"learners":[160],"high":[162,183],"Participated":[164],"in":[165,210],"activities":[166,243],"26.80%":[168],"while":[169],"moderate":[170,185],"one":[171,178],"58.63":[173],"%":[174],"low":[177],"14.57":[180],"%.":[181,204],"ones":[186],"had":[187],"repeated":[188],"behavior":[190,238],"case":[192],"practices":[194,212],"up":[195],"3,424":[197],"times":[198],"out":[199],"4,008,":[201],"85.4":[203],"Such":[205],"groups":[206],"took":[207],"continuous":[208],"training":[209],"an":[214],"average":[215],"9.7":[217],"hours.":[218],"Applying":[219],"active":[220],"learning,":[221],"management":[224],"improve":[231],"learners.":[232],"Instructors":[233],"clearly":[235],"understand":[236],"learners\u2019":[237,248],"suitably":[240],"adjust":[241],"instructing":[242],"better":[245],"fit":[246],"behavior.":[249]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2021-08-02T00:00:00"}
