{"id":"https://openalex.org/W4401105781","doi":"https://doi.org/10.1145/3674399.3674429","title":"Prediction of Academic Grades in Higher Education Using Deconvolutional Density Networks","display_name":"Prediction of Academic Grades in Higher Education Using Deconvolutional Density Networks","publication_year":2024,"publication_date":"2024-07-05","ids":{"openalex":"https://openalex.org/W4401105781","doi":"https://doi.org/10.1145/3674399.3674429"},"language":"en","primary_location":{"id":"doi:10.1145/3674399.3674429","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3674399.3674429","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Turing Award Celebration Conference 2024","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3674399.3674429","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Na Zhang","orcid":"https://orcid.org/0000-0002-2990-1019"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]},{"id":"https://openalex.org/I34949971","display_name":"University of Jinan","ror":"https://ror.org/02mjz6f26","country_code":"CN","type":"education","lineage":["https://openalex.org/I34949971"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Na Zhang","raw_affiliation_strings":["China University of Mining and Technology, China and Shandong Provincial Key Laboratory of Network Based Intelligent Computing, University of Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-2990-1019","affiliations":[{"raw_affiliation_string":"China University of Mining and Technology, China and Shandong Provincial Key Laboratory of Network Based Intelligent Computing, University of Jinan, China","institution_ids":["https://openalex.org/I25757504","https://openalex.org/I34949971"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108100152","display_name":"S. H. Zhu","orcid":"https://orcid.org/0009-0005-1094-5379"},"institutions":[{"id":"https://openalex.org/I34949971","display_name":"University of Jinan","ror":"https://ror.org/02mjz6f26","country_code":"CN","type":"education","lineage":["https://openalex.org/I34949971"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shenghui Zhu","raw_affiliation_strings":["Shandong Provincial Key Laboratory of Network Based Intelligent Computing, University of Jinan, China"],"raw_orcid":"https://orcid.org/0009-0005-1094-5379","affiliations":[{"raw_affiliation_string":"Shandong Provincial Key Laboratory of Network Based Intelligent Computing, University of Jinan, China","institution_ids":["https://openalex.org/I34949971"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109787922","display_name":"Shuren Li","orcid":null},"institutions":[{"id":"https://openalex.org/I34949971","display_name":"University of Jinan","ror":"https://ror.org/02mjz6f26","country_code":"CN","type":"education","lineage":["https://openalex.org/I34949971"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuren Li","raw_affiliation_strings":["Office of Information Management, University of Jinan, China"],"raw_orcid":"https://orcid.org/0009-0003-3547-787X","affiliations":[{"raw_affiliation_string":"Office of Information Management, University of Jinan, China","institution_ids":["https://openalex.org/I34949971"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100403173","display_name":"Lin Wang","orcid":"https://orcid.org/0000-0002-5491-8840"},"institutions":[{"id":"https://openalex.org/I34949971","display_name":"University of Jinan","ror":"https://ror.org/02mjz6f26","country_code":"CN","type":"education","lineage":["https://openalex.org/I34949971"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Wang","raw_affiliation_strings":["Quan Cheng Laboratory, China and Shandong Provincial Key Laboratory of Network Based Intelligent Computing, University of Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-5491-8840","affiliations":[{"raw_affiliation_string":"Quan Cheng Laboratory, China and Shandong Provincial Key Laboratory of Network Based Intelligent Computing, University of Jinan, China","institution_ids":["https://openalex.org/I34949971"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107517247","display_name":"Bo Yang","orcid":"https://orcid.org/0000-0002-6866-6082"},"institutions":[{"id":"https://openalex.org/I34949971","display_name":"University of Jinan","ror":"https://ror.org/02mjz6f26","country_code":"CN","type":"education","lineage":["https://openalex.org/I34949971"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Yang","raw_affiliation_strings":["Quan Cheng Laboratory, China and Shandong Provincial Key Laboratory of Network Based Intelligent Computing, University of Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-6866-6082","affiliations":[{"raw_affiliation_string":"Quan Cheng Laboratory, China and Shandong Provincial Key Laboratory of Network Based Intelligent Computing, University of Jinan, China","institution_ids":["https://openalex.org/I34949971"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102710326","display_name":"Yuhu Cheng","orcid":"https://orcid.org/0000-0003-0636-5820"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhu Cheng","raw_affiliation_strings":["China University of Mining and Technology, China"],"raw_orcid":"https://orcid.org/0000-0003-0636-5820","affiliations":[{"raw_affiliation_string":"China University of Mining and Technology, China","institution_ids":["https://openalex.org/I25757504"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4838,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.61760508,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"71","last_page":"75"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9991999864578247,"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":0.9991999864578247,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9757999777793884,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5942279696464539},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32876765727996826}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5942279696464539},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32876765727996826}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3674399.3674429","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3674399.3674429","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Turing Award Celebration Conference 2024","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3674399.3674429","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3674399.3674429","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Turing Award Celebration Conference 2024","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.41999998688697815}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1579853615","https://openalex.org/W2030484139","https://openalex.org/W2069317099","https://openalex.org/W2142936478","https://openalex.org/W2586946892","https://openalex.org/W2729261519","https://openalex.org/W2789635809","https://openalex.org/W2917871576","https://openalex.org/W3001821824","https://openalex.org/W3010492793","https://openalex.org/W3036497661","https://openalex.org/W3151863540","https://openalex.org/W3158659570","https://openalex.org/W3162462777","https://openalex.org/W3170189595","https://openalex.org/W3199348969","https://openalex.org/W4288070340","https://openalex.org/W4387490338","https://openalex.org/W4399766311","https://openalex.org/W6739651123"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Ensuring":[0],"successful":[1],"graduation":[2],"and":[3,32,44,53,59,96,117,162,190,209],"reducing":[4],"dropout":[5],"rates":[6],"are":[7,118],"fundamental":[8],"objectives":[9],"of":[10,18,41,62,151],"higher":[11],"education.":[12],"Many":[13],"studies":[14],"in":[15,39,78,122,180],"the":[16,26,57,74,148,169,175],"field":[17],"educational":[19,110,133],"data":[20,31,80],"mining":[21],"(EDM)":[22],"attempt":[23],"to":[24,36,47,72,86,92,120,131,146,167],"model":[25,147],"relationships":[27],"between":[28,188],"various":[29,75],"student-related":[30],"academic":[33,49],"grades,":[34],"aiming":[35],"identify":[37],"students":[38],"need":[40],"assistance":[42],"early":[43],"intervene":[45],"promptly":[46],"prevent":[48],"failure.":[50],"However,":[51,112],"privacy":[52],"cost":[54],"issues":[55],"limit":[56],"sufficient":[58],"effective":[60,132],"collection":[61],"student":[63,68,94,152,182],"data,":[64],"making":[65],"traditional":[66],"single-value":[67],"grade":[69,156],"predictions":[70],"insufficient":[71],"capture":[73],"uncertainties":[76],"present":[77],"incomplete":[79],"scenarios.":[81],"Therefore,":[82],"researchers":[83],"have":[84],"turned":[85],"using":[87],"Mixture":[88],"Density":[89,101,143],"Networks":[90,144],"(MDNs)":[91],"predict":[93],"grades":[95],"generate":[97],"an":[98],"explicit":[99,149],"Probability":[100],"Function":[102],"(PDF),":[103],"providing":[104],"more":[105],"decision":[106],"support":[107],"information":[108],"for":[109],"administrators.":[111],"MDNs":[113,179],"often":[114],"lack":[115],"robustness":[116],"sensitive":[119],"parameters":[121],"probability":[123],"density":[124],"estimation":[125],"algorithms,":[126],"which":[127],"is":[128],"not":[129],"conducive":[130],"decision-making":[134],"support.":[135],"To":[136],"address":[137],"these":[138],"issues,":[139],"we":[140],"adopt":[141],"Deconvolutional":[142],"(DDNs)":[145],"PDF":[150],"grades.":[153,183],"DDNs":[154],"discretize":[155],"ranges":[157],"into":[158],"multiple":[159],"uniform":[160],"bins":[161],"use":[163],"piecewise":[164],"constant":[165],"functions":[166],"represent":[168],"probabilities":[170],"within":[171,198],"each":[172],"bin,":[173],"mitigating":[174],"challenges":[176],"encountered":[177],"by":[178],"predicting":[181],"We":[184],"conducted":[185],"comparative":[186],"experiments":[187],"DDN":[189,206],"MDN":[191,208],"on":[192],"three":[193],"courses":[194],"from":[195],"two":[196],"colleges":[197],"our":[199],"institution.":[200],"The":[201],"experimental":[202],"results":[203],"demonstrate":[204],"that":[205],"outperforms":[207],"exhibits":[210],"superior":[211],"robustness.":[212]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
