{"id":"https://openalex.org/W4405717940","doi":"https://doi.org/10.1109/access.2024.3521857","title":"Identifying Top-Performing Students via VKontakte Social Media Communities Using Advanced NLP Techniques","display_name":"Identifying Top-Performing Students via VKontakte Social Media Communities Using Advanced NLP Techniques","publication_year":2024,"publication_date":"2024-12-23","ids":{"openalex":"https://openalex.org/W4405717940","doi":"https://doi.org/10.1109/access.2024.3521857"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3521857","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3521857","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2024.3521857","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090974748","display_name":"Sergey Gorshkov","orcid":"https://orcid.org/0000-0001-5958-5224"},"institutions":[{"id":"https://openalex.org/I118501908","display_name":"National Research University Higher School of Economics","ror":"https://ror.org/055f7t516","country_code":"RU","type":"education","lineage":["https://openalex.org/I118501908"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Sergei S. Gorshkov","raw_affiliation_strings":["Department of Computer Science, National Research University Higher School of Economics, Moscow, Russia","Department of Computer Science, National Research University Higher School of Economics, Pokrovskiy Boulevard 11, Moscow, Russian Federation"],"raw_orcid":"https://orcid.org/0000-0001-5958-5224","affiliations":[{"raw_affiliation_string":"Department of Computer Science, National Research University Higher School of Economics, Moscow, Russia","institution_ids":["https://openalex.org/I118501908"]},{"raw_affiliation_string":"Department of Computer Science, National Research University Higher School of Economics, Pokrovskiy Boulevard 11, Moscow, Russian Federation","institution_ids":["https://openalex.org/I118501908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002385420","display_name":"Dmitry I. Ignatov","orcid":"https://orcid.org/0000-0002-6584-8534"},"institutions":[{"id":"https://openalex.org/I118501908","display_name":"National Research University Higher School of Economics","ror":"https://ror.org/055f7t516","country_code":"RU","type":"education","lineage":["https://openalex.org/I118501908"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Dmitry I. Ignatov","raw_affiliation_strings":["Department of Computer Science, National Research University Higher School of Economics, Moscow, Russia","Department of Computer Science, National Research University Higher School of Economics, Pokrovskiy Boulevard 11, Moscow, Russian Federation"],"raw_orcid":"https://orcid.org/0000-0002-6584-8534","affiliations":[{"raw_affiliation_string":"Department of Computer Science, National Research University Higher School of Economics, Moscow, Russia","institution_ids":["https://openalex.org/I118501908"]},{"raw_affiliation_string":"Department of Computer Science, National Research University Higher School of Economics, Pokrovskiy Boulevard 11, Moscow, Russian Federation","institution_ids":["https://openalex.org/I118501908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055883651","display_name":"Anastasia Chernysheva","orcid":"https://orcid.org/0000-0003-0812-8941"},"institutions":[{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Anastasia Yu. Chernysheva","raw_affiliation_strings":["Skolkovo Institute of Science and Technology, Skolkovo, Russia","Skolkovo Institute of Science and Technology, Bolshoy Boulevard 30, bld. 1, Skolkovo, Russia"],"raw_orcid":"https://orcid.org/0000-0003-0812-8941","affiliations":[{"raw_affiliation_string":"Skolkovo Institute of Science and Technology, Skolkovo, Russia","institution_ids":["https://openalex.org/I125989756"]},{"raw_affiliation_string":"Skolkovo Institute of Science and Technology, Bolshoy Boulevard 30, bld. 1, Skolkovo, Russia","institution_ids":["https://openalex.org/I125989756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043697615","display_name":"Vyacheslav L. Goiko","orcid":"https://orcid.org/0000-0002-5985-3724"},"institutions":[{"id":"https://openalex.org/I196355604","display_name":"National Research Tomsk State University","ror":"https://ror.org/02he2nc27","country_code":"RU","type":"education","lineage":["https://openalex.org/I196355604"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Vyacheslav L. Goiko","raw_affiliation_strings":["Laboratory of Big Data in Social Sciences, Tomsk State University, Tomsk, Russia","Tomsk State University, Lenina ave. 36, Tomsk, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Big Data in Social Sciences, Tomsk State University, Tomsk, Russia","institution_ids":["https://openalex.org/I196355604"]},{"raw_affiliation_string":"Tomsk State University, Lenina ave. 36, Tomsk, Russia","institution_ids":["https://openalex.org/I196355604"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043279024","display_name":"Vitaliy V. Kashpur","orcid":"https://orcid.org/0000-0001-8113-290X"},"institutions":[{"id":"https://openalex.org/I196355604","display_name":"National Research Tomsk State University","ror":"https://ror.org/02he2nc27","country_code":"RU","type":"education","lineage":["https://openalex.org/I196355604"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Vitaliy V. Kashpur","raw_affiliation_strings":["Department of Sociology, Tomsk State University, Tomsk, Russia","Tomsk State University, Lenina ave. 36, Tomsk, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Sociology, Tomsk State University, Tomsk, Russia","institution_ids":["https://openalex.org/I196355604"]},{"raw_affiliation_string":"Tomsk State University, Lenina ave. 36, Tomsk, Russia","institution_ids":["https://openalex.org/I196355604"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.2442742,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"962","last_page":"979"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9226999878883362,"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":0.9226999878883362,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7818518877029419},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.7162548303604126},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.6197088360786438},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5663600564002991},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3712855577468872},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3573605418205261}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7818518877029419},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.7162548303604126},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.6197088360786438},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5663600564002991},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3712855577468872},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3573605418205261}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3521857","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3521857","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c5fcb02b1b1f4689bc43f20ede0f5828","is_oa":true,"landing_page_url":"https://doaj.org/article/c5fcb02b1b1f4689bc43f20ede0f5828","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":"IEEE Access, Vol 13, Pp 962-979 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3521857","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3521857","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.5199999809265137,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W28412257","https://openalex.org/W1504818606","https://openalex.org/W1832217497","https://openalex.org/W1966165526","https://openalex.org/W1983345514","https://openalex.org/W2025328578","https://openalex.org/W2048529682","https://openalex.org/W2048587526","https://openalex.org/W2109534980","https://openalex.org/W2112546494","https://openalex.org/W2117835933","https://openalex.org/W2137739415","https://openalex.org/W2160455917","https://openalex.org/W2255539840","https://openalex.org/W2295598076","https://openalex.org/W2339881364","https://openalex.org/W2470867125","https://openalex.org/W2521727579","https://openalex.org/W2586286573","https://openalex.org/W2605388816","https://openalex.org/W2619383789","https://openalex.org/W2911489562","https://openalex.org/W2941108574","https://openalex.org/W2948268267","https://openalex.org/W2970771982","https://openalex.org/W2972321253","https://openalex.org/W2976513180","https://openalex.org/W3005006660","https://openalex.org/W3011639165","https://openalex.org/W3014421158","https://openalex.org/W3082672989","https://openalex.org/W3118164373","https://openalex.org/W3118485687","https://openalex.org/W3125131374","https://openalex.org/W3145080286","https://openalex.org/W3157334158","https://openalex.org/W3184484104","https://openalex.org/W3192184352","https://openalex.org/W4220883868","https://openalex.org/W4224310864","https://openalex.org/W4231760770","https://openalex.org/W4248672808","https://openalex.org/W4293168492","https://openalex.org/W4307948039","https://openalex.org/W4308201151","https://openalex.org/W4376605969","https://openalex.org/W4386541786","https://openalex.org/W4387778956","https://openalex.org/W6604254268","https://openalex.org/W6630319548","https://openalex.org/W6639619044","https://openalex.org/W6683738474","https://openalex.org/W6719844942","https://openalex.org/W6737947904","https://openalex.org/W6739901393","https://openalex.org/W6750729320","https://openalex.org/W6755207826","https://openalex.org/W6781923719","https://openalex.org/W6810311456","https://openalex.org/W6856187254","https://openalex.org/W6873345954"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4312622923","https://openalex.org/W1977056376","https://openalex.org/W2728430307","https://openalex.org/W1990545028","https://openalex.org/W2107786128","https://openalex.org/W2735469505","https://openalex.org/W2048368023","https://openalex.org/W2484264353","https://openalex.org/W3204019825"],"abstract_inverted_index":{"Identifying":[0],"potentially":[1],"high-performing":[2,207],"students":[3,38,61,190,208],"is":[4],"crucial":[5],"for":[6,13,22,78],"universities":[7],"aiming":[8],"to":[9,16,26,36,47,124,138,161],"enhance":[10],"educational":[11],"outcomes,":[12],"companies":[14],"seeking":[15],"recruit":[17],"top":[18],"talents":[19],"early,":[20],"and":[21,87,105,129,169,188,201,219],"advertising":[23],"platforms":[24],"looking":[25],"optimize":[27],"targeted":[28],"marketing.":[29],"This":[30,195],"paper":[31],"introduces":[32],"an":[33],"algorithm":[34,182],"designed":[35],"identify":[37],"with":[39,66,222],"exceptional":[40],"academic":[41,223],"performance":[42],"by":[43],"analyzing":[44],"their":[45,127,151,210],"subscriptions":[46],"communities":[48],"on":[49,82,109,192],"the":[50,98,122,145,155,199,216],"social":[51],"network":[52],"VKontakte.":[53],"The":[54,71,111],"study":[55],"examines":[56],"a":[57,100,140,173,179],"sample":[58],"of":[59,113,175,203],"4445":[60],"from":[62,164,209],"Tomsk":[63],"State":[64],"University":[65],"publicly":[67,107],"accessible":[68],"VK":[69],"profiles.":[70,194],"research":[72],"methodology":[73],"involves":[74],"generating":[75],"vector":[76],"representations":[77,134],"each":[79],"community":[80,152],"based":[81,191],"embeddings,":[83,99],"topic":[84],"modeling,":[85],"sentiment":[86],"emotion":[88],"analysis,":[89],"as":[90,92,148],"well":[91],"text":[93],"complexity":[94],"metrics.":[95],"To":[96],"generate":[97],"separate":[101],"model":[102,123],"was":[103,116],"trained":[104],"made":[106],"available":[108],"HuggingFace.":[110],"integration":[112],"diverse":[114],"features":[115],"achieved":[117],"using":[118],"attention":[119],"mechanisms,":[120],"allowing":[121],"dynamically":[125],"weigh":[126],"importance":[128],"capture":[130],"intricate":[131],"interrelations.":[132],"These":[133],"are":[135],"then":[136],"used":[137],"construct":[139],"digital":[141],"user":[142],"profile,":[143],"capturing":[144],"students\u2019":[146],"interests":[147],"reflected":[149],"in":[150],"subscriptions.":[153],"Additionally,":[154,213],"machine":[156,180],"learning":[157,181],"pipeline":[158],"incorporated":[159],"stacking":[160],"combine":[162],"predictions":[163],"multiple":[165],"models,":[166],"enhancing":[167],"robustness":[168],"classification":[170],"performance.":[171,224],"Through":[172],"series":[174],"experiments,":[176],"we":[177,214],"developed":[178],"that":[183],"effectively":[184],"distinguishes":[185],"between":[186],"high-":[187],"low-performing":[189],"these":[193],"approach":[196],"also":[197],"enabled":[198],"identification":[200],"interpretation":[202],"key":[204],"factors":[205,217],"differentiating":[206],"lower-performing":[211],"peers.":[212],"investigated":[215],"positively":[218],"negatively":[220],"associated":[221]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
