{"id":"https://openalex.org/W4410480957","doi":"https://doi.org/10.1177/14727978241311997","title":"English online education resource recommendation using knowledge graph and ARA algorithm","display_name":"English online education resource recommendation using knowledge graph and ARA algorithm","publication_year":2025,"publication_date":"2025-01-06","ids":{"openalex":"https://openalex.org/W4410480957","doi":"https://doi.org/10.1177/14727978241311997"},"language":"en","primary_location":{"id":"doi:10.1177/14727978241311997","is_oa":false,"landing_page_url":"https://doi.org/10.1177/14727978241311997","pdf_url":null,"source":{"id":"https://openalex.org/S2765058733","display_name":"Journal of Computational Methods in Sciences and Engineering","issn_l":"1472-7978","issn":["1472-7978","1875-8983"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Methods in Sciences and Engineering","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/A5101289247","display_name":"Zunlan Xiao","orcid":null},"institutions":[{"id":"https://openalex.org/I206324368","display_name":"Shaoyang University","ror":"https://ror.org/03fx09x73","country_code":"CN","type":"education","lineage":["https://openalex.org/I206324368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zunlan Xiao","raw_affiliation_strings":["Shaoyang University","School of Foreign Studies, Shaoyang University, Shaoyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shaoyang University","institution_ids":["https://openalex.org/I206324368"]},{"raw_affiliation_string":"School of Foreign Studies, Shaoyang University, Shaoyang, China","institution_ids":["https://openalex.org/I206324368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101544832","display_name":"Zhihao Yang","orcid":"https://orcid.org/0009-0000-2170-5438"},"institutions":[{"id":"https://openalex.org/I206324368","display_name":"Shaoyang University","ror":"https://ror.org/03fx09x73","country_code":"CN","type":"education","lineage":["https://openalex.org/I206324368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihao Yang","raw_affiliation_strings":["Shaoyang University","School of Foreign Studies, Shaoyang University, Shaoyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shaoyang University","institution_ids":["https://openalex.org/I206324368"]},{"raw_affiliation_string":"School of Foreign Studies, Shaoyang University, Shaoyang, China","institution_ids":["https://openalex.org/I206324368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100451116","display_name":"Yin Li","orcid":"https://orcid.org/0000-0002-2635-6633"},"institutions":[{"id":"https://openalex.org/I206324368","display_name":"Shaoyang University","ror":"https://ror.org/03fx09x73","country_code":"CN","type":"education","lineage":["https://openalex.org/I206324368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yin Li","raw_affiliation_strings":["Shaoyang University","Shaoyang University, Shaoyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shaoyang University","institution_ids":["https://openalex.org/I206324368"]},{"raw_affiliation_string":"Shaoyang University, Shaoyang, China","institution_ids":["https://openalex.org/I206324368"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102815784","display_name":"Zhanbin Hu","orcid":"https://orcid.org/0009-0008-4719-8356"},"institutions":[{"id":"https://openalex.org/I206324368","display_name":"Shaoyang University","ror":"https://ror.org/03fx09x73","country_code":"CN","type":"education","lineage":["https://openalex.org/I206324368"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhanbin Hu","raw_affiliation_strings":["Shaoyang University","School of Foreign Studies, Shaoyang University, Shaoyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shaoyang University","institution_ids":["https://openalex.org/I206324368"]},{"raw_affiliation_string":"School of Foreign Studies, Shaoyang University, Shaoyang, China","institution_ids":["https://openalex.org/I206324368"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5102815784"],"corresponding_institution_ids":["https://openalex.org/I206324368"],"apc_list":null,"apc_paid":null,"fwci":3.913,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.9407043,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"25","issue":"3","first_page":"2209","last_page":"2222"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9959999918937683,"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":0.9959999918937683,"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/T14025","display_name":"Educational Technology and Assessment","score":0.9790999889373779,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T14182","display_name":"Technology-Enhanced Education Studies","score":0.9613999724388123,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7441089153289795},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.5719395875930786},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4733871519565582},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4611096680164337},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3750542104244232},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3370441198348999},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.26748010516166687},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.059125691652297974}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7441089153289795},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.5719395875930786},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4733871519565582},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4611096680164337},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3750542104244232},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3370441198348999},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.26748010516166687},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.059125691652297974}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/14727978241311997","is_oa":false,"landing_page_url":"https://doi.org/10.1177/14727978241311997","pdf_url":null,"source":{"id":"https://openalex.org/S2765058733","display_name":"Journal of Computational Methods in Sciences and Engineering","issn_l":"1472-7978","issn":["1472-7978","1875-8983"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Methods in Sciences and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W3189242932","https://openalex.org/W4318456971","https://openalex.org/W4321483070","https://openalex.org/W4323572463","https://openalex.org/W4327573645","https://openalex.org/W4380537473","https://openalex.org/W4381332705","https://openalex.org/W4382046451","https://openalex.org/W4384570133","https://openalex.org/W4384823356","https://openalex.org/W4385685293","https://openalex.org/W4386330387","https://openalex.org/W4386800544","https://openalex.org/W4386990722","https://openalex.org/W4387171572","https://openalex.org/W4387604258","https://openalex.org/W4387708886","https://openalex.org/W4387876986","https://openalex.org/W4388487174","https://openalex.org/W4389060668","https://openalex.org/W4391546828","https://openalex.org/W4392706517","https://openalex.org/W4393239897","https://openalex.org/W4393851694","https://openalex.org/W4393979565","https://openalex.org/W4394740929","https://openalex.org/W4395955349","https://openalex.org/W4396509546","https://openalex.org/W4396724146","https://openalex.org/W4396856129","https://openalex.org/W4399399169","https://openalex.org/W6866976512"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W4409439182","https://openalex.org/W2053286651","https://openalex.org/W2181743346","https://openalex.org/W2187401768","https://openalex.org/W2181413294","https://openalex.org/W2052122378","https://openalex.org/W2544423928","https://openalex.org/W2062023542"],"abstract_inverted_index":{"This":[0,119,301],"paper":[1,32],"is":[2,33,216],"the":[3,15,34,46,60,124,133,150,165,171,176,181,200,204,210,220,228,232,241,260,268,276,295],"first":[4],"time":[5],"to":[6,51,106,180],"build":[7,112],"English":[8,23,38,313],"education":[9,25,39,230,314],"resource":[10,20,40,95,308],"network,":[11],"which":[12,140,215,292],"significantly":[13,217,293],"improves":[14,203,294],"accuracy":[16,205],"and":[17,45,67,75,94,111,138,187,209,250,253,255,284,299],"personalization":[18],"of":[19,30,37,63,72,84,152,275,289],"recommendation":[21,48,147,153,158,195,222,309,324],"on":[22,59,98,245,259],"online":[24,229,312],"platform.":[26],"The":[27,160,263],"main":[28],"contribution":[29],"this":[31],"successful":[35],"construction":[36],"network":[41,115,120],"using":[42],"knowledge":[43,103,128,177,242],"graph,":[44],"adaptive":[47,157],"algorithm":[49,161,202],"(ARA)":[50],"provide":[52],"users":[53,137,226,279],"with":[54,193],"customized":[55],"learning":[56,86,91,166,183,238,248,297],"resources":[57,110,167,239],"based":[58,244,258],"in-depth":[61],"analysis":[62],"user":[64,85,290],"behavior":[65,87],"data":[66,73,249],"course":[68],"content.":[69],"In":[70,149],"terms":[71],"collection":[74],"processing,":[76],"we":[77,101,155,197],"have":[78],"integrated":[79],"more":[80,272,286],"than":[81,219,273,287],"100,000":[82],"pieces":[83],"data,":[88,100],"including":[89],"users\u2019":[90],"history,":[92],"preferences,":[93],"interaction.":[96],"Based":[97],"these":[99],"use":[102],"graph":[104,178,243],"technology":[105],"semantically":[107],"represent":[108],"educational":[109],"an":[113],"information":[114],"containing":[116],"rich":[117],"associations.":[118],"not":[121,303],"only":[122,304],"covers":[123],"logical":[125],"relationship":[126,135],"between":[127,136],"points":[129],"but":[130,316],"also":[131,317],"includes":[132],"interaction":[134],"resources,":[139],"provides":[141,305,318],"a":[142,306,319],"solid":[143],"foundation":[144],"for":[145,311,322],"subsequent":[146],"algorithms.":[148],"aspect":[151],"algorithm,":[154],"adopt":[156],"algorithm.":[159,262],"can":[162,270],"filter":[163],"out":[164],"that":[168,199,267,278],"best":[169],"meet":[170],"user\u2019s":[172,182,296],"individual":[173],"needs":[174],"from":[175,240],"according":[179],"progress,":[184],"historical":[185,247],"behavior,":[186],"current":[188,251],"needs.":[189],"Through":[190],"comparative":[191],"experiments":[192],"other":[194,327],"algorithms,":[196],"found":[198],"ARA":[201,261],"rate":[206,212],"by":[207,213],"25%":[208],"recall":[211],"18%,":[214],"better":[218],"traditional":[221],"method.":[223],"Specifically,":[224],"when":[225],"access":[227],"platform,":[231],"system":[233,269],"will":[234],"quickly":[235],"retrieve":[236],"relevant":[237],"their":[246],"needs,":[252,291],"sort":[254],"recommend":[256,271],"them":[257],"experimental":[264],"results":[265],"show":[266],"80%":[274],"content":[277],"are":[280],"really":[281],"interested":[282],"in,":[283],"cover":[285],"90%":[288],"experience":[298],"efficiency.":[300],"study":[302],"new":[307],"method":[310],"platforms":[315],"valuable":[320],"reference":[321],"personalized":[323],"research":[325],"in":[326],"fields.":[328]},"counts_by_year":[{"year":2025,"cited_by_count":4}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
