{"id":"https://openalex.org/W3015474432","doi":"https://doi.org/10.1109/ic3i46837.2019.9055654","title":"An Analysis of Structural Properties in Social Network Links in Educational Data Mining","display_name":"An Analysis of Structural Properties in Social Network Links in Educational Data Mining","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3015474432","doi":"https://doi.org/10.1109/ic3i46837.2019.9055654","mag":"3015474432"},"language":"en","primary_location":{"id":"doi:10.1109/ic3i46837.2019.9055654","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic3i46837.2019.9055654","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Conference on contemporary Computing and Informatics (IC3I)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024722153","display_name":"A. Rohini","orcid":null},"institutions":[{"id":"https://openalex.org/I43663321","display_name":"Hindustan Institute of Technology and Science","ror":"https://ror.org/037tgdn13","country_code":"IN","type":"education","lineage":["https://openalex.org/I43663321"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"A. Rohini","raw_affiliation_strings":["Dept of Computer Science and Engineering, Hindustan Institute of Technology and Science, Chennai, INDIA"],"affiliations":[{"raw_affiliation_string":"Dept of Computer Science and Engineering, Hindustan Institute of Technology and Science, Chennai, INDIA","institution_ids":["https://openalex.org/I43663321"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072697224","display_name":"T. Sudalaimuthu","orcid":null},"institutions":[{"id":"https://openalex.org/I43663321","display_name":"Hindustan Institute of Technology and Science","ror":"https://ror.org/037tgdn13","country_code":"IN","type":"education","lineage":["https://openalex.org/I43663321"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"T. Sudalaimuthu","raw_affiliation_strings":["Dept of Computer Science and Engineering, Hindustan Institute of Technology and Science, Chennai, INDIA"],"affiliations":[{"raw_affiliation_string":"Dept of Computer Science and Engineering, Hindustan Institute of Technology and Science, Chennai, INDIA","institution_ids":["https://openalex.org/I43663321"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5024722153"],"corresponding_institution_ids":["https://openalex.org/I43663321"],"apc_list":null,"apc_paid":null,"fwci":0.42,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.72950347,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"7","issue":null,"first_page":"295","last_page":"299"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9994999766349792,"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"}},{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9890999794006348,"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/centrality","display_name":"Centrality","score":0.7426738739013672},{"id":"https://openalex.org/keywords/cohesion","display_name":"Cohesion (chemistry)","score":0.6551530957221985},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6534193754196167},{"id":"https://openalex.org/keywords/social-network-analysis","display_name":"Social network analysis","score":0.581665575504303},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.49363958835601807},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.47973862290382385},{"id":"https://openalex.org/keywords/pairwise-comparison","display_name":"Pairwise comparison","score":0.47899243235588074},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.46789538860321045},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.4402727782726288},{"id":"https://openalex.org/keywords/link-analysis","display_name":"Link analysis","score":0.43348559737205505},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.4213748574256897},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40624764561653137},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35758572816848755},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3379119634628296},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.13460886478424072},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.13187885284423828},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11419475078582764}],"concepts":[{"id":"https://openalex.org/C53811970","wikidata":"https://www.wikidata.org/wiki/Q5062194","display_name":"Centrality","level":2,"score":0.7426738739013672},{"id":"https://openalex.org/C104054115","wikidata":"https://www.wikidata.org/wiki/Q216828","display_name":"Cohesion (chemistry)","level":2,"score":0.6551530957221985},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6534193754196167},{"id":"https://openalex.org/C114713312","wikidata":"https://www.wikidata.org/wiki/Q7551269","display_name":"Social network analysis","level":3,"score":0.581665575504303},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.49363958835601807},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.47973862290382385},{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.47899243235588074},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.46789538860321045},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.4402727782726288},{"id":"https://openalex.org/C1173588","wikidata":"https://www.wikidata.org/wiki/Q6554294","display_name":"Link analysis","level":2,"score":0.43348559737205505},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.4213748574256897},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40624764561653137},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35758572816848755},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3379119634628296},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.13460886478424072},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.13187885284423828},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11419475078582764},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ic3i46837.2019.9055654","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic3i46837.2019.9055654","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Conference on contemporary Computing and Informatics (IC3I)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.5600000023841858,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1888005072","https://openalex.org/W2154851992","https://openalex.org/W2583803680","https://openalex.org/W2748703791","https://openalex.org/W2750028929","https://openalex.org/W2768617833","https://openalex.org/W2901014238","https://openalex.org/W2928764936","https://openalex.org/W2948412981","https://openalex.org/W2978965255","https://openalex.org/W4237575556","https://openalex.org/W6756143047","https://openalex.org/W6768403970"],"related_works":["https://openalex.org/W1663961612","https://openalex.org/W2599854626","https://openalex.org/W582734719","https://openalex.org/W2763180778","https://openalex.org/W2166298554","https://openalex.org/W3121950545","https://openalex.org/W2626372015","https://openalex.org/W2941456333","https://openalex.org/W1980629040","https://openalex.org/W2152987249"],"abstract_inverted_index":{"Social":[0],"Network":[1],"Link":[2],"Analysis":[3],"is":[4,56,86,130,187],"the":[5,8,13,26,41,48,96,108,118,122,143,149,156,168,171,176,180,194,205,230,238,249,256],"interaction":[6,31,37],"between":[7,142,170,175],"vertices":[9],"or":[10],"nodes":[11,65,172],"in":[12,40,107],"network.":[14,111],"These":[15],"interactions":[16,55],"are":[17,197,220],"could":[18],"be":[19],"career":[20,24,103,206,257],"guidance,":[21],"common":[22],"interest,":[23],"opportunities;":[25],"spark":[27],"of":[28,30,43,64,90,98,148,200,224,232,237,251],"exchange":[29],"becomes":[32,38],"belief":[33],"and":[34,66,79,133,145,159,173,193,211],"knowledge.":[35],"The":[36,127,184,234],"complex":[39],"process":[42],"time":[44],"series.":[45],"To":[46],"analyze":[47,134],"social":[49,110],"network":[50],"that":[51],"resulted":[52],"from":[53,76],"these":[54],"modeled":[57],"as":[58,138],"a":[59,87,91],"graph":[60],"structure;":[61],"it":[62],"consists":[63],"edges.":[67],"Various":[68],"data":[69,78,99,158,186,241],"mining":[70],"techniques":[71],"to":[72,81,94,116,131,178,222,228,247,253],"extract":[73],"useful":[74],"information":[75],"vast":[77],"support":[80],"decide":[82],"various":[83],"aspects.":[84],"It":[85],"dire":[88],"need":[89],"machine-learning":[92],"algorithm":[93],"assist":[95],"knowledge":[97],"mining;":[100],"we":[101,154],"proposed":[102,128],"guidance":[104,207,218,258],"link":[105],"analysis":[106],"online":[109],"In":[112,151],"this":[113,152],"How":[114],"students":[115,201,227,254],"select":[117],"institutions":[119],"based":[120],"on":[121],"location":[123],"for":[124,166,255],"their":[125],"carrier.":[126],"study":[129,236],"evaluate":[132],"location-based":[135],"parameters":[136],"such":[137],"distance,":[139],"centrality":[140],"values":[141,196],"nodes,":[144],"residual":[146],"factors":[147],"parameters.":[150],"paper,":[153],"collect":[155],"student's":[157],"apply":[160],"K-Means":[161],"algorithms":[162],"using":[163,189],"R":[164],"programming":[165],"predicting":[167],"ties":[169,219],"similarity":[174],"users":[177],"make":[179],"strong":[181],"cohesion":[182],"group.":[183],"collected":[185],"categorized":[188,195],"Na\u00efve":[190],"Bayes":[191],"classification,":[192],"validated":[198],"26.4%":[199],"had":[202],"been":[203],"accepted":[204],"level,":[208],"behavioral":[209],"traits,":[210],"organizational":[212],"traits":[213],"yielded":[214,243],"38.78":[215],"%.":[216],"Career":[217],"diffused":[221],"26.3%":[223],"Higher":[225],"education":[226,240],"choose":[229],"choice":[231],"institutions.":[233],"experimental":[235],"higher":[239],"results":[242],"96.78%":[244],"accuracy":[245],"establish":[246],"propagate":[248],"influence":[250],"links":[252],"path.":[259]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
