{"id":"https://openalex.org/W4287833482","doi":"https://doi.org/10.3390/fi14080218","title":"Understanding Learners\u2019 Perception of MOOCs Based on Review Data Analysis Using Deep Learning and Sentiment Analysis","display_name":"Understanding Learners\u2019 Perception of MOOCs Based on Review Data Analysis Using Deep Learning and Sentiment Analysis","publication_year":2022,"publication_date":"2022-07-25","ids":{"openalex":"https://openalex.org/W4287833482","doi":"https://doi.org/10.3390/fi14080218"},"language":"en","primary_location":{"id":"doi:10.3390/fi14080218","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi14080218","pdf_url":"https://www.mdpi.com/1999-5903/14/8/218/pdf?version=1658741358","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-5903/14/8/218/pdf?version=1658741358","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017768318","display_name":"Xieling Chen","orcid":"https://orcid.org/0000-0003-3417-7421"},"institutions":[{"id":"https://openalex.org/I187400657","display_name":"South China Normal University","ror":"https://ror.org/01kq0pv72","country_code":"CN","type":"education","lineage":["https://openalex.org/I187400657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xieling Chen","raw_affiliation_strings":["School of Information Technology in Education, South China Normal University, Guangzhou 510631, China"],"raw_orcid":"https://orcid.org/0000-0003-3417-7421","affiliations":[{"raw_affiliation_string":"School of Information Technology in Education, South China Normal University, Guangzhou 510631, China","institution_ids":["https://openalex.org/I187400657"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072482402","display_name":"Fu Lee Wang","orcid":"https://orcid.org/0000-0002-3976-0053"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Fu Lee Wang","raw_affiliation_strings":["School of Science and Technology, Hong Kong Metropolitan University, Hong Kong 999077, China"],"raw_orcid":"https://orcid.org/0000-0002-3976-0053","affiliations":[{"raw_affiliation_string":"School of Science and Technology, Hong Kong Metropolitan University, Hong Kong 999077, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074387667","display_name":"Gary Cheng","orcid":"https://orcid.org/0000-0002-5614-3348"},"institutions":[{"id":"https://openalex.org/I4210086892","display_name":"Education University of Hong Kong","ror":"https://ror.org/000t0f062","country_code":"HK","type":"education","lineage":["https://openalex.org/I4210086892"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Gary Cheng","raw_affiliation_strings":["Department of Mathematics and Information Technology, The Education University of Hong Kong, Hong Kong 999077, China"],"raw_orcid":"https://orcid.org/0000-0002-5614-3348","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Information Technology, The Education University of Hong Kong, Hong Kong 999077, China","institution_ids":["https://openalex.org/I4210086892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052095357","display_name":"Man-Kong Chow","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Man-Kong Chow","raw_affiliation_strings":["STEAM Education & Research Centre, Lingnan University, Hong Kong 999077, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"STEAM Education & Research Centre, Lingnan University, Hong Kong 999077, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013151488","display_name":"Haoran Xie","orcid":"https://orcid.org/0000-0003-0965-3617"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Haoran Xie","raw_affiliation_strings":["Department of Computing and Decision Sciences, Lingnan University, Hong Kong 999077, China"],"raw_orcid":"https://orcid.org/0000-0003-0965-3617","affiliations":[{"raw_affiliation_string":"Department of Computing and Decision Sciences, Lingnan University, Hong Kong 999077, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5072482402"],"corresponding_institution_ids":[],"apc_list":{"value":1400,"currency":"CHF","value_usd":1466},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1466},"fwci":3.7539,"has_fulltext":true,"cited_by_count":23,"citation_normalized_percentile":{"value":0.93680244,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"14","issue":"8","first_page":"218","last_page":"218"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9998999834060669,"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":0.9998999834060669,"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/T14246","display_name":"E-Learning and Knowledge Management","score":0.932200014591217,"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/T13731","display_name":"Advanced Computing and Algorithms","score":0.9039999842643738,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban 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/computer-science","display_name":"Computer science","score":0.7911275625228882},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.6816593408584595},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.6324003338813782},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.5775407552719116},{"id":"https://openalex.org/keywords/lexicon","display_name":"Lexicon","score":0.5288544297218323},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.4893171489238739},{"id":"https://openalex.org/keywords/massive-open-online-course","display_name":"Massive open online course","score":0.4793442189693451},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.36759790778160095},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.35238152742385864},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32079991698265076},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2991520166397095},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.16207152605056763}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7911275625228882},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.6816593408584595},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.6324003338813782},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.5775407552719116},{"id":"https://openalex.org/C2778121359","wikidata":"https://www.wikidata.org/wiki/Q8096","display_name":"Lexicon","level":2,"score":0.5288544297218323},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.4893171489238739},{"id":"https://openalex.org/C2777808570","wikidata":"https://www.wikidata.org/wiki/Q967853","display_name":"Massive open online course","level":2,"score":0.4793442189693451},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.36759790778160095},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.35238152742385864},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32079991698265076},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2991520166397095},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.16207152605056763},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/fi14080218","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi14080218","pdf_url":"https://www.mdpi.com/1999-5903/14/8/218/pdf?version=1658741358","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:gam:jftint:v:14:y:2022:i:8:p:218-:d:870808","is_oa":false,"landing_page_url":"https://www.mdpi.com/1999-5903/14/8/218/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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":"article"},{"id":"pmh:oai:doaj.org/article:cf3323d83e1e4be1a2411b9c23d9720c","is_oa":true,"landing_page_url":"https://doaj.org/article/cf3323d83e1e4be1a2411b9c23d9720c","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,"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":"Future Internet, Vol 14, Iss 8, p 218 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/fi14080218","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi14080218","pdf_url":"https://www.mdpi.com/1999-5903/14/8/218/pdf?version=1658741358","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7699999809265137,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G2701630625","display_name":null,"funder_award_id":"DB22B4","funder_id":"https://openalex.org/F4320328618","funder_display_name":"Lingnan University"}],"funders":[{"id":"https://openalex.org/F4320326414","display_name":"Education University of Hong Kong","ror":null},{"id":"https://openalex.org/F4320328618","display_name":"Lingnan University","ror":"https://ror.org/0563pg902"},{"id":"https://openalex.org/F4320337228","display_name":"Faculty of Liberal Arts and Social Sciences, Education University of Hong Kong","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4287833482.pdf","grobid_xml":"https://content.openalex.org/works/W4287833482.grobid-xml"},"referenced_works_count":75,"referenced_works":["https://openalex.org/W150699103","https://openalex.org/W185138672","https://openalex.org/W190658034","https://openalex.org/W606729815","https://openalex.org/W975004927","https://openalex.org/W1757772857","https://openalex.org/W1982425106","https://openalex.org/W2089209769","https://openalex.org/W2090305479","https://openalex.org/W2099493094","https://openalex.org/W2101537501","https://openalex.org/W2110383376","https://openalex.org/W2149399041","https://openalex.org/W2162010436","https://openalex.org/W2170505850","https://openalex.org/W2187830129","https://openalex.org/W2197567512","https://openalex.org/W2218826732","https://openalex.org/W2265846598","https://openalex.org/W2280849244","https://openalex.org/W2319497588","https://openalex.org/W2333693388","https://openalex.org/W2511633677","https://openalex.org/W2557229366","https://openalex.org/W2586727313","https://openalex.org/W2604802773","https://openalex.org/W2754780169","https://openalex.org/W2769019609","https://openalex.org/W2771423940","https://openalex.org/W2774637605","https://openalex.org/W2786380329","https://openalex.org/W2794880112","https://openalex.org/W2802898729","https://openalex.org/W2808963499","https://openalex.org/W2862498250","https://openalex.org/W2887494061","https://openalex.org/W2889428928","https://openalex.org/W2910573347","https://openalex.org/W2935241266","https://openalex.org/W2937797440","https://openalex.org/W2944524490","https://openalex.org/W2964439004","https://openalex.org/W2977285514","https://openalex.org/W2980904952","https://openalex.org/W2982295949","https://openalex.org/W3004904185","https://openalex.org/W3008259327","https://openalex.org/W3043918606","https://openalex.org/W3088245177","https://openalex.org/W3128979532","https://openalex.org/W3135087240","https://openalex.org/W3137419002","https://openalex.org/W3144845010","https://openalex.org/W3152691140","https://openalex.org/W3159597990","https://openalex.org/W3207508825","https://openalex.org/W3214974420","https://openalex.org/W4211186029","https://openalex.org/W4213146517","https://openalex.org/W4240313544","https://openalex.org/W6637851103","https://openalex.org/W6686778341","https://openalex.org/W6687546393","https://openalex.org/W6700286644","https://openalex.org/W6732777777","https://openalex.org/W6736226030","https://openalex.org/W6736960337","https://openalex.org/W6752654072","https://openalex.org/W6753853723","https://openalex.org/W6754275147","https://openalex.org/W6762000689","https://openalex.org/W6782660365","https://openalex.org/W6787132931","https://openalex.org/W6808979922","https://openalex.org/W6998731146"],"related_works":["https://openalex.org/W2368605798","https://openalex.org/W2518037665","https://openalex.org/W2888662092","https://openalex.org/W3205826705","https://openalex.org/W2903394456","https://openalex.org/W2902285665","https://openalex.org/W2975174210","https://openalex.org/W4200238620","https://openalex.org/W2244029015","https://openalex.org/W2287843335"],"abstract_inverted_index":{"Massive":[0],"open":[1],"online":[2],"courses":[3],"(MOOCs)":[4],"have":[5],"exploded":[6],"in":[7,189],"popularity;":[8],"course":[9,23,43,92,119,191],"reviews":[10,44],"are":[11,82,114,125,164,175],"important":[12],"sources":[13],"for":[14,37,201],"exploring":[15],"learners\u2019":[16,51,98,159,168],"perceptions":[17,55,99,169],"about":[18],"different":[19,171],"factors":[20,47,89,120,128],"associated":[21,109],"with":[22,110],"design":[24,93,192],"and":[25,53,73,94,96,116,131,140,153,173,177,193],"implementation.":[26],"This":[27],"study":[28,63,183],"aims":[29],"to":[30,45,84,91,185,195],"investigate":[31],"the":[32,38,87,97,154,162],"possibility":[33],"of":[34,41,56,100,105,181],"automatic":[35],"classification":[36],"semantic":[39],"content":[40],"MOOC":[42,187],"understand":[46],"that":[48,121,156],"can":[49,157],"predict":[50],"satisfaction":[52],"their":[54],"these":[57,101],"factors.":[58,102],"To":[59],"do":[60],"this,":[61],"this":[62,182],"employs":[64],"a":[65,147],"quantitative":[66],"research":[67],"methodology":[68],"based":[69],"on":[70],"sentiment":[71],"analysis":[72],"deep":[74],"learning.":[75],"Learners\u2019":[76],"review":[77,107],"data":[78],"from":[79],"Class":[80],"Central":[81],"analyzed":[83],"automatically":[85],"identify":[86],"key":[88],"related":[90],"implementation":[95,194],"A":[103],"total":[104],"186,738":[106],"sentences":[108],"13":[111],"subject":[112],"areas":[113],"analyzed,":[115],"consequently,":[117],"seven":[118],"learners":[122],"frequently":[123],"mentioned":[124],"found.":[126],"These":[127],"include:":[129],"\u201cPlatforms":[130],"tools\u201d,":[132],"\u201cCourse":[133],"quality\u201d,":[134],"\u201cLearning":[135],"resources\u201d,":[136],"\u201cInstructor\u201d,":[137],"\u201cRelationship\u201d,":[138],"\u201cProcess\u201d,":[139],"\u201cAssessment\u201d.":[141],"Subsequently,":[142],"each":[143],"factor":[144],"is":[145],"assigned":[146],"sentimental":[148],"value":[149],"using":[150],"lexicon-driven":[151],"methodologies,":[152],"topics":[155,172],"influence":[158],"learning":[160,199],"experiences":[161,200],"most":[163],"decided.":[165],"In":[166],"addition,":[167],"across":[170],"subjects":[174],"explored":[176],"discussed.":[178],"The":[179],"findings":[180],"contribute":[184],"helping":[186],"instructors":[188],"tailoring":[190],"bring":[196],"more":[197],"satisfactory":[198],"learners.":[202]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":5}],"updated_date":"2026-08-28T12:50:07.497085","created_date":"2025-10-10T00:00:00"}
