{"id":"https://openalex.org/W3097044502","doi":"https://doi.org/10.3390/sym12111798","title":"Toward Social Media Content Recommendation Integrated with Data Science and Machine Learning Approach for E-Learners","display_name":"Toward Social Media Content Recommendation Integrated with Data Science and Machine Learning Approach for E-Learners","publication_year":2020,"publication_date":"2020-10-30","ids":{"openalex":"https://openalex.org/W3097044502","doi":"https://doi.org/10.3390/sym12111798","mag":"3097044502"},"language":"en","primary_location":{"id":"doi:10.3390/sym12111798","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym12111798","pdf_url":"https://www.mdpi.com/2073-8994/12/11/1798/pdf","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"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":"Symmetry","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-8994/12/11/1798/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029242574","display_name":"Zeinab Shahbazi","orcid":"https://orcid.org/0000-0003-1520-1799"},"institutions":[{"id":"https://openalex.org/I83202590","display_name":"Jeju National University","ror":"https://ror.org/05hnb4n85","country_code":"KR","type":"education","lineage":["https://openalex.org/I83202590"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Zeinab Shahbazi","raw_affiliation_strings":["Department of Computer Engineering, Jeju National University, Jejusi 63243, Jeju Special Self-Governing Provience, Korea"],"raw_orcid":"https://orcid.org/0000-0003-1520-1799","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Jeju National University, Jejusi 63243, Jeju Special Self-Governing Provience, Korea","institution_ids":["https://openalex.org/I83202590"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110305782","display_name":"Yung Cheol Byun","orcid":null},"institutions":[{"id":"https://openalex.org/I83202590","display_name":"Jeju National University","ror":"https://ror.org/05hnb4n85","country_code":"KR","type":"education","lineage":["https://openalex.org/I83202590"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Yung Cheol Byun","raw_affiliation_strings":["Department of Computer Engineering, Jeju National University, Jejusi 63243, Jeju Special Self-Governing Provience, Korea"],"raw_orcid":"https://orcid.org/0000-0003-1107-9941","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Jeju National University, Jejusi 63243, Jeju Special Self-Governing Provience, Korea","institution_ids":["https://openalex.org/I83202590"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5110305782"],"corresponding_institution_ids":["https://openalex.org/I83202590"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2227},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2227},"fwci":5.3209,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.96013698,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"12","issue":"11","first_page":"1798","last_page":"1798"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9995999932289124,"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/T11122","display_name":"Online Learning and Analytics","score":0.9973000288009644,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9923999905586243,"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":0.7644311189651489},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.568638265132904},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5302521586418152},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5187668800354004},{"id":"https://openalex.org/keywords/learning-management","display_name":"Learning Management","score":0.44301605224609375},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3387191891670227},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33233579993247986}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7644311189651489},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.568638265132904},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5302521586418152},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5187668800354004},{"id":"https://openalex.org/C2779114481","wikidata":"https://www.wikidata.org/wiki/Q6510117","display_name":"Learning Management","level":2,"score":0.44301605224609375},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3387191891670227},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33233579993247986},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/sym12111798","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym12111798","pdf_url":"https://www.mdpi.com/2073-8994/12/11/1798/pdf","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"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":"Symmetry","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d955b29556c34ee0b153de6e7f6f0ca1","is_oa":true,"landing_page_url":"https://doaj.org/article/d955b29556c34ee0b153de6e7f6f0ca1","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":"Symmetry, Vol 12, Iss 11, p 1798 (2020)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2073-8994/12/11/1798/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/sym12111798","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Symmetry","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/sym12111798","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym12111798","pdf_url":"https://www.mdpi.com/2073-8994/12/11/1798/pdf","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"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":"Symmetry","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":79,"referenced_works":["https://openalex.org/W44611163","https://openalex.org/W54111601","https://openalex.org/W116854235","https://openalex.org/W1528742884","https://openalex.org/W1901236711","https://openalex.org/W1978400840","https://openalex.org/W2021180937","https://openalex.org/W2032220389","https://openalex.org/W2037070201","https://openalex.org/W2048914626","https://openalex.org/W2054628189","https://openalex.org/W2073474519","https://openalex.org/W2094918534","https://openalex.org/W2109407811","https://openalex.org/W2135263912","https://openalex.org/W2137063737","https://openalex.org/W2138108551","https://openalex.org/W2138198492","https://openalex.org/W2141831677","https://openalex.org/W2147107544","https://openalex.org/W2159094788","https://openalex.org/W2206286878","https://openalex.org/W2215378786","https://openalex.org/W2231459735","https://openalex.org/W2269447927","https://openalex.org/W2511071455","https://openalex.org/W2512258565","https://openalex.org/W2512370135","https://openalex.org/W2608990489","https://openalex.org/W2741274947","https://openalex.org/W2758706354","https://openalex.org/W2770088409","https://openalex.org/W2782050986","https://openalex.org/W2783937448","https://openalex.org/W2787933113","https://openalex.org/W2788295351","https://openalex.org/W2790532312","https://openalex.org/W2792210634","https://openalex.org/W2799544270","https://openalex.org/W2906977480","https://openalex.org/W2911607485","https://openalex.org/W2919013397","https://openalex.org/W2946228717","https://openalex.org/W2963842088","https://openalex.org/W2964108915","https://openalex.org/W2965512832","https://openalex.org/W2971417823","https://openalex.org/W2972716130","https://openalex.org/W2999624767","https://openalex.org/W3003603065","https://openalex.org/W3005115714","https://openalex.org/W3007499211","https://openalex.org/W3009742875","https://openalex.org/W3010661144","https://openalex.org/W3013378288","https://openalex.org/W3015849852","https://openalex.org/W3021330828","https://openalex.org/W3026545766","https://openalex.org/W3027501833","https://openalex.org/W3037431541","https://openalex.org/W3040487886","https://openalex.org/W3048097099","https://openalex.org/W3081004082","https://openalex.org/W3086369741","https://openalex.org/W3087558403","https://openalex.org/W3102778384","https://openalex.org/W3102899483","https://openalex.org/W3122216960","https://openalex.org/W3122928578","https://openalex.org/W3123956618","https://openalex.org/W3187561073","https://openalex.org/W6630221451","https://openalex.org/W6631508174","https://openalex.org/W6676324375","https://openalex.org/W6680920814","https://openalex.org/W6725493347","https://openalex.org/W6736652582","https://openalex.org/W6744293984","https://openalex.org/W6747526208"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2344181364","https://openalex.org/W4323271941","https://openalex.org/W4322097664","https://openalex.org/W2503726207","https://openalex.org/W4312622923","https://openalex.org/W1977056376","https://openalex.org/W2978976596","https://openalex.org/W2728430307","https://openalex.org/W1990545028"],"abstract_inverted_index":{"Electronic":[0],"Learning":[1],"(e-learning)":[2],"has":[3,107],"made":[4],"a":[5,13,72,147,216,311],"great":[6],"success":[7,273],"and":[8,43,52,88,139,168,185,196,240,272,283],"recently":[9],"been":[10,108],"estimated":[11],"as":[12,79,110],"billion-dollar":[14],"industry.":[15],"The":[16,45,124,173],"users":[17],"of":[18,22,47,113,137,143,219,235,247,253,263,274],"e-learning":[19,35,166,208,275,296],"acquire":[20],"knowledge":[21],"diversified":[23],"content":[24,288],"available":[25,163],"in":[26,60,164,206,294,320],"an":[27],"application":[28,268,301],"using":[29],"innovative":[30],"means.":[31],"There":[32,309],"is":[33,84,153,278,310],"much":[34],"software":[36,49,243,276],"available\u2014for":[37],"example,":[38,65],"LMS":[39],"(Learning":[40],"Management":[41],"System)":[42],"Moodle.":[44],"functionalities":[46],"this":[48,222],"were":[50],"reviewed":[51],"we":[53,202],"recognized":[54,203],"that":[55,82,204,277],"learners":[56,92],"have":[57],"particular":[58,73],"problems":[59],"getting":[61,94],"relevant":[62,128,179,182],"recommendations.":[63],"For":[64,145,190],"there":[66],"might":[67],"be":[68,212],"essential":[69],"discussions":[70],"about":[71],"topic":[74],"on":[75,98,118,259,304],"social":[76,135,281],"networks,":[77],"such":[78,227,315],"Twitter,":[80],"but":[81],"discussion":[83],"not":[85,225],"linked":[86,279],"up":[87],"recommended":[89],"to":[90,102,131,211,214,317],"the":[91,95,111,114,134,140,157,165,169,176,192,199,207,236,242,245,260,270,287,292,295,299,305,321],"for":[93,286,313],"latest":[96],"updates":[97],"technology-updated":[99],"news":[100],"related":[101],"their":[103],"learning":[104,149],"context.":[105],"This":[106,267],"set":[109],"focus":[112],"current":[115,300],"project":[116,122,126],"based":[117,258],"symmetry":[119],"between":[120],"user":[121],"specification.":[123],"developed":[125],"recommends":[127],"symmetric":[129],"articles":[130],"e-learners":[132],"from":[133,188],"network":[136],"Twitter":[138,183],"academic":[141],"platform":[142],"DBLP.":[144,189],"recommendations,":[146],"Reinforcement":[148],"model":[150],"with":[151,198,280],"optimization":[152],"employed,":[154],"which":[155,229,249],"utilizes":[156],"learners\u2019":[158,161,170],"local":[159,193,237],"context,":[160,194,238],"profile":[162,239],"system,":[167],"historical":[171],"views.":[172],"recommendations":[174,285],"by":[175,291],"system":[177,209],"are":[178,230],"tweets,":[180],"popular":[181],"users,":[184],"research":[186],"papers":[187],"matching":[191],"profile,":[195],"history":[197],"tweet":[200],"text,":[201],"terms":[205,228,234],"need":[210,271,312],"expanded":[213],"cover":[215],"wide":[217],"range":[218],"concepts.":[220],"However,":[221,298],"diversification":[223],"should":[224],"include":[226],"irrelevant.":[231],"To":[232],"expand":[233],"history,":[241],"used":[244],"dataset":[246],"Grow-bag,":[248],"builds":[250],"concept":[251],"graphs":[252],"large-scale":[254],"Computer":[255,264,306],"Science":[256,265,307],"topics":[257],"co-occurrence":[261],"scores":[262],"terms.":[266],"demonstrated":[269],"media":[282],"sends":[284],"being":[289],"learned":[290],"e-Learners":[293],"environment.":[297],"only":[302],"focuses":[303],"domain.":[308],"generalizing":[314],"applications":[316],"other":[318],"domains":[319],"future.":[322]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}