{"id":"https://openalex.org/W4385380713","doi":"https://doi.org/10.1007/s11280-023-01194-8","title":"Course map learning with graph convolutional network based on AuCM","display_name":"Course map learning with graph convolutional network based on AuCM","publication_year":2023,"publication_date":"2023-07-29","ids":{"openalex":"https://openalex.org/W4385380713","doi":"https://doi.org/10.1007/s11280-023-01194-8"},"language":"en","primary_location":{"id":"doi:10.1007/s11280-023-01194-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11280-023-01194-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11280-023-01194-8.pdf","source":{"id":"https://openalex.org/S129236917","display_name":"World Wide Web","issn_l":"1386-145X","issn":["1386-145X","1573-1413"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"World Wide Web","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11280-023-01194-8.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082296299","display_name":"Jianing Xia","orcid":"https://orcid.org/0009-0002-4487-962X"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jianing Xia","raw_affiliation_strings":["School of Information Technology, Deakin University, Melbourne, VIC, 3125, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology, Deakin University, Melbourne, VIC, 3125, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100404494","display_name":"Man Li","orcid":"https://orcid.org/0000-0002-7545-2541"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Man Li","raw_affiliation_strings":["School of Information Technology, Deakin University, Melbourne, VIC, 3125, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology, Deakin University, Melbourne, VIC, 3125, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029806456","display_name":"Yifu Tang","orcid":"https://orcid.org/0000-0002-2498-8418"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Yifu Tang","raw_affiliation_strings":["School of Information Technology, Deakin University, Melbourne, VIC, 3125, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology, Deakin University, Melbourne, VIC, 3125, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038079876","display_name":"Shuiqiao Yang","orcid":"https://orcid.org/0000-0002-6772-6805"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shuiqiao Yang","raw_affiliation_strings":["Data61, CSIRO, Marsfield, NSW, 2122, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Data61, CSIRO, Marsfield, NSW, 2122, Australia","institution_ids":["https://openalex.org/I42894916","https://openalex.org/I1292875679"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5029806456"],"corresponding_institution_ids":["https://openalex.org/I149704539"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":4.0684,"has_fulltext":true,"cited_by_count":25,"citation_normalized_percentile":{"value":0.95051132,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"26","issue":"5","first_page":"3483","last_page":"3502"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9957000017166138,"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":0.9957000017166138,"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/T10028","display_name":"Topic Modeling","score":0.9933000206947327,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.973800003528595,"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":0.8708144426345825},{"id":"https://openalex.org/keywords/pairwise-comparison","display_name":"Pairwise comparison","score":0.6848698854446411},{"id":"https://openalex.org/keywords/encyclopedia","display_name":"Encyclopedia","score":0.6799584627151489},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.5946115255355835},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5464606881141663},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5453464984893799},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5439226627349854},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4792880415916443},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.47640669345855713},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4232601523399353},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39428091049194336},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.37044602632522583},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.32126325368881226},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.2993301749229431}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8708144426345825},{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.6848698854446411},{"id":"https://openalex.org/C148863701","wikidata":"https://www.wikidata.org/wiki/Q5292","display_name":"Encyclopedia","level":2,"score":0.6799584627151489},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.5946115255355835},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5464606881141663},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5453464984893799},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5439226627349854},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4792880415916443},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.47640669345855713},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4232601523399353},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39428091049194336},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37044602632522583},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32126325368881226},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2993301749229431},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C161191863","wikidata":"https://www.wikidata.org/wiki/Q199655","display_name":"Library science","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11280-023-01194-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11280-023-01194-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11280-023-01194-8.pdf","source":{"id":"https://openalex.org/S129236917","display_name":"World Wide Web","issn_l":"1386-145X","issn":["1386-145X","1573-1413"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"World Wide Web","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s11280-023-01194-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11280-023-01194-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11280-023-01194-8.pdf","source":{"id":"https://openalex.org/S129236917","display_name":"World Wide Web","issn_l":"1386-145X","issn":["1386-145X","1573-1413"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"World Wide Web","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.8199999928474426}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320970","display_name":"Deakin University","ror":"https://ror.org/02czsnj07"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4385380713.pdf"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W2049931505","https://openalex.org/W2250362537","https://openalex.org/W2532161561","https://openalex.org/W2739893466","https://openalex.org/W2962946486","https://openalex.org/W2965216240","https://openalex.org/W2965970896","https://openalex.org/W2966488597","https://openalex.org/W3166337218","https://openalex.org/W3194070148","https://openalex.org/W4225144535","https://openalex.org/W4296639594","https://openalex.org/W4307295769","https://openalex.org/W4311593456","https://openalex.org/W4312158512","https://openalex.org/W4318774130","https://openalex.org/W4328050521","https://openalex.org/W4372300804"],"related_works":["https://openalex.org/W2348562996","https://openalex.org/W4387776128","https://openalex.org/W3010321750","https://openalex.org/W4394774294","https://openalex.org/W3159833212","https://openalex.org/W4244686159","https://openalex.org/W3011873497","https://openalex.org/W3007654203","https://openalex.org/W2186132238","https://openalex.org/W1968265719"],"abstract_inverted_index":{"Abstract":[0],"Concept":[1],"map":[2],"provides":[3],"a":[4,66],"concise":[5],"structured":[6],"representation":[7],"of":[8,16,26,119,126],"knowledge":[9],"in":[10,82],"the":[11,24,70,83,111,124],"educational":[12,27],"scenario.":[13],"It":[14],"consists":[15],"various":[17],"concepts":[18],"connected":[19],"by":[20],"prerequisite":[21,37,98,138],"dependencies.":[22],"With":[23],"abundance":[25],"resources":[28],"available":[29],"through":[30],"MOOCs,":[31],"encyclopedias,":[32],"and":[33,39,132],"electronic":[34],"textbooks,":[35],"extracting":[36,136],"dependencies":[38],"building":[40],"concept":[41,80],"maps":[42,81],"becomes":[43],"feasible.":[44],"However,":[45],"publicly":[46],"accessible":[47],"taxonomies":[48],"or":[49],"learning":[50],"object":[51],"information":[52],"that":[53,109],"can":[54],"help":[55],"identify":[56,97],"prerequisites":[57],"are":[58],"rare.":[59],"To":[60,96],"address":[61],"this,":[62],"we":[63,103],"have":[64,104,122],"constructed":[65],"comprehensive":[67],"dataset":[68,87],"called":[69],"Australian":[71,94],"Course":[72],"Map":[73],"data":[74],"(AuCM),":[75],"specifically":[76],"tailored":[77],"for":[78,135],"training":[79],"IT/CS":[84],"field.":[85],"The":[86],"comprises":[88],"course":[89,101],"descriptions":[90],"from":[91],"14":[92],"different":[93],"universities.":[95],"relationships":[99],"between":[100],"concepts,":[102],"employed":[105],"an":[106],"embedding-based":[107],"approach":[108],"combines":[110],"Graph":[112],"Convolutional":[113],"Network":[114],"(GCN)":[115],"with":[116,129],"pairwise":[117],"features":[118],"concepts.":[120],"We":[121],"evaluated":[123],"performance":[125],"our":[127],"model":[128],"non-neural":[130],"classifiers":[131],"neural":[133],"networks":[134],"these":[137],"relations.":[139]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":14}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
