{"id":"https://openalex.org/W4400770886","doi":"https://doi.org/10.1109/tcss.2024.3421632","title":"Quad-Faceted Feature-Based Graph Network for Domain-Agnostic Text Classification to Enhance Learning Effectiveness","display_name":"Quad-Faceted Feature-Based Graph Network for Domain-Agnostic Text Classification to Enhance Learning Effectiveness","publication_year":2024,"publication_date":"2024-07-18","ids":{"openalex":"https://openalex.org/W4400770886","doi":"https://doi.org/10.1109/tcss.2024.3421632"},"language":"en","primary_location":{"id":"doi:10.1109/tcss.2024.3421632","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2024.3421632","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-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/A5038773596","display_name":"S. Supraja","orcid":null},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"S. Supraja","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0003-1670-921X","affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010202250","display_name":"Andy W. H. Khong","orcid":"https://orcid.org/0000-0002-0708-4791"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Andy W. H. Khong","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-0708-4791","affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5038773596"],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":0.3311,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.63777953,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"11","issue":"6","first_page":"7500","last_page":"7515"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9480999708175659,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9480999708175659,"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":0.729812502861023},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6396949291229248},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5769950151443481},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5565909147262573},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5093222856521606},{"id":"https://openalex.org/keywords/graph-theory","display_name":"Graph theory","score":0.4265443682670593},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.4261641800403595},{"id":"https://openalex.org/keywords/learning-network","display_name":"Learning network","score":0.4226815104484558},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3969705104827881},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34186482429504395},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3168339729309082},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10213324427604675}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.729812502861023},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6396949291229248},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5769950151443481},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5565909147262573},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5093222856521606},{"id":"https://openalex.org/C88230418","wikidata":"https://www.wikidata.org/wiki/Q131476","display_name":"Graph theory","level":2,"score":0.4265443682670593},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.4261641800403595},{"id":"https://openalex.org/C2987015589","wikidata":"https://www.wikidata.org/wiki/Q1040098","display_name":"Learning network","level":2,"score":0.4226815104484558},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3969705104827881},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34186482429504395},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3168339729309082},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10213324427604675},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tcss.2024.3421632","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2024.3421632","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/182007","is_oa":false,"landing_page_url":"https://doi.org/10.1109/TCSS.2024.3421632","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.6499999761581421}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":72,"referenced_works":["https://openalex.org/W243642632","https://openalex.org/W1519206531","https://openalex.org/W1714665356","https://openalex.org/W2006258004","https://openalex.org/W2031556512","https://openalex.org/W2049107599","https://openalex.org/W2059421651","https://openalex.org/W2072851253","https://openalex.org/W2085715652","https://openalex.org/W2137763598","https://openalex.org/W2140156730","https://openalex.org/W2145076773","https://openalex.org/W2147742901","https://openalex.org/W2250539671","https://openalex.org/W2328995640","https://openalex.org/W2335070913","https://openalex.org/W2442495973","https://openalex.org/W2593560537","https://openalex.org/W2792454297","https://openalex.org/W2796254167","https://openalex.org/W2796920963","https://openalex.org/W2797291779","https://openalex.org/W2889641319","https://openalex.org/W2892182655","https://openalex.org/W2899277693","https://openalex.org/W2949952652","https://openalex.org/W2954426168","https://openalex.org/W2962946486","https://openalex.org/W2963091133","https://openalex.org/W2970183009","https://openalex.org/W2978806970","https://openalex.org/W2979602634","https://openalex.org/W2988707515","https://openalex.org/W2995416727","https://openalex.org/W2995837271","https://openalex.org/W2997162759","https://openalex.org/W3013708524","https://openalex.org/W3040957607","https://openalex.org/W3083541244","https://openalex.org/W3090756168","https://openalex.org/W3091244216","https://openalex.org/W3095403274","https://openalex.org/W3100117936","https://openalex.org/W3111778430","https://openalex.org/W3117329469","https://openalex.org/W3148001275","https://openalex.org/W3159075545","https://openalex.org/W3173753074","https://openalex.org/W3178906774","https://openalex.org/W3200627326","https://openalex.org/W3208017723","https://openalex.org/W3209002790","https://openalex.org/W3213097325","https://openalex.org/W3214317200","https://openalex.org/W3214910743","https://openalex.org/W4200200778","https://openalex.org/W4213009331","https://openalex.org/W4213422824","https://openalex.org/W4281564364","https://openalex.org/W4323338311","https://openalex.org/W4362714673","https://openalex.org/W4389633671","https://openalex.org/W6608395927","https://openalex.org/W6632377185","https://openalex.org/W6643344480","https://openalex.org/W6675301171","https://openalex.org/W6740983330","https://openalex.org/W6752227367","https://openalex.org/W6752260290","https://openalex.org/W6755207826","https://openalex.org/W6767158838","https://openalex.org/W6782973276"],"related_works":["https://openalex.org/W325681004","https://openalex.org/W2162041136","https://openalex.org/W2344190797","https://openalex.org/W4300523141","https://openalex.org/W2952214616","https://openalex.org/W1976268846","https://openalex.org/W2393302202","https://openalex.org/W4285218279","https://openalex.org/W4317464250","https://openalex.org/W3202668459"],"abstract_inverted_index":{"Enhancing":[0],"learning":[1,8,228],"effectiveness":[2],"requires":[3],"one":[4],"to":[5,24,63,78,91,119,125,139,148,175,239],"define":[6],"suitable":[7],"outcomes":[9],"and":[10,44,48,52,172,201],"align":[11],"assessment":[12,26],"constructs":[13],"with":[14,46,95,191,225],"these":[15],"outcomes.":[16],"We":[17,184,230],"present":[18],"a":[19,68,112,126,177,248],"quad-faceted":[20],"feature-based":[21],"graph":[22,116,133],"network":[23],"classify":[25],"texts":[27],"into":[28],"domain-agnostic":[29,127],"class":[30,128,193],"labels":[31,194],"more":[32,103],"accurately.":[33],"The":[34,71,114],"proposed":[35,160,214],"model":[36,161,215,238],"incorporates":[37],"four":[38],"complementary":[39],"graphs":[40,153],"(syntactic,":[41],"semantic,":[42],"sequential,":[43],"topical)":[45],"observable":[47],"latent":[49],"node":[50,61],"types":[51],"unique":[53,65],"edge":[54],"weight":[55],"computations":[56],"that":[57,101,123,136,151,212],"are":[58,102,137],"dependent":[59],"on":[60,143,156,189],"properties":[62],"extract":[64],"features":[66],"from":[67],"given":[69],"text.":[70,113],"purpose":[72],"of":[73,111,165,219,235],"incorporating":[74],"syntactic":[75],"information":[76,89],"is":[77,90,117],"consider":[79],"the":[80,87,93,109,131,159,163,186,213,233,236],"dependency":[81],"parsing":[82],"between":[83,98],"word":[84,157],"nodes,":[85,158],"while":[86,130],"semantic":[88],"provide":[92],"algorithm":[94],"contextual":[96],"similarity":[97],"phrase":[99],"nodes":[100,122],"effective":[104],"than":[105],"words":[106],"in":[107,217,247],"encapsulating":[108],"meaning":[110],"sequential":[115],"applied":[118],"regular":[120,170],"expression":[121],"contribute":[124],"label,":[129],"topical":[132],"identifies":[134],"topics":[135],"convergent":[138],"each":[140],"other":[141],"based":[142,155],"their":[144],"distributions.":[145],"As":[146],"opposed":[147],"existing":[149,226],"techniques":[150],"construct":[152],"solely":[154],"exploits":[162],"benefits":[164],"term":[166],"weighting,":[167],"nested":[168],"phrases,":[169],"expressions,":[171],"topic":[173],"modeling":[174],"develop":[176],"diverse":[178],"heterogeneous":[179],"architecture":[180],"for":[181],"text":[182],"classification.":[183],"evaluate":[185],"classification":[187,237],"performance":[188],"questions":[190],"different":[192],"such":[195],"as":[196,204,206],"cognitive":[197],"complexities,":[198],"reasoning":[199],"capabilities,":[200],"question":[202],"types,":[203],"well":[205],"longer":[207],"documents.":[208],"Experiment":[209],"results":[210],"show":[211],"outperforms":[216],"terms":[218],"macroaverage":[220],"F1":[221],"score":[222],"when":[223],"compared":[224],"deep":[227],"techniques.":[229],"also":[231],"demonstrate":[232],"application":[234],"understand":[240],"learners\u2019":[241],"attitudes":[242],"via":[243],"an":[244],"empirical":[245],"study":[246],"workplace-learning":[249],"environment.":[250]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}