{"id":"https://openalex.org/W4289655674","doi":"https://doi.org/10.1109/itaic54216.2022.9836864","title":"An Approach to Mining Scholars' Research Interests based on Academic Papers and Citation Networks","display_name":"An Approach to Mining Scholars' Research Interests based on Academic Papers and Citation Networks","publication_year":2022,"publication_date":"2022-06-17","ids":{"openalex":"https://openalex.org/W4289655674","doi":"https://doi.org/10.1109/itaic54216.2022.9836864"},"language":"en","primary_location":{"id":"doi:10.1109/itaic54216.2022.9836864","doi":"https://doi.org/10.1109/itaic54216.2022.9836864","is_oa":false,"landing_page_url":"https://doi.org/10.1109/itaic54216.2022.9836864","pdf_url":null,"source":{"id":"https://openalex.org/S4363607755","display_name":"IEEE Joint International Information Technology and Artificial Intelligence Conference (ITAIC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 10th Joint International Information Technology and Artificial Intelligence Conference (ITAIC)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","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/A5050156301","display_name":"Zhongkun He","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I169689159","display_name":"PLA Information Engineering University","ror":"https://ror.org/00mm1qk40","country_code":"CN","type":"education","lineage":["https://openalex.org/I169689159"]},{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongkun He","raw_affiliation_strings":["School of Cyber Science and Engineering, Zhengzhou University, Zhengzhou, China","Information Engineering University, Zhengzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]},{"raw_affiliation_string":"Information Engineering University, Zhengzhou, China","institution_ids":["https://openalex.org/I169689159"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054814122","display_name":"Gang Zhou","orcid":"https://orcid.org/0000-0002-4425-9837","observed_orcids":["https://orcid.org/0000-0002-4425-9837","https://orcid.org/0009-0002-1180-6942"]},"institutions":[{"id":"https://openalex.org/I169689159","display_name":"PLA Information Engineering University","ror":"https://ror.org/00mm1qk40","country_code":"CN","type":"education","lineage":["https://openalex.org/I169689159"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gang Zhou","raw_affiliation_strings":["Information Engineering University, Zhengzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Engineering University, Zhengzhou, China","institution_ids":["https://openalex.org/I169689159"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042594437","display_name":"Jicang Lu","orcid":"https://orcid.org/0000-0001-8665-0829","observed_orcids":["https://orcid.org/0000-0001-8665-0829"]},"institutions":[{"id":"https://openalex.org/I169689159","display_name":"PLA Information Engineering University","ror":"https://ror.org/00mm1qk40","country_code":"CN","type":"education","lineage":["https://openalex.org/I169689159"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jicang Lu","raw_affiliation_strings":["Information Engineering University, Zhengzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Engineering University, Zhengzhou, China","institution_ids":["https://openalex.org/I169689159"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000934386","display_name":"Jingqi Zheng","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingqi Zheng","raw_affiliation_strings":["School of Cyber Science and Engineering, Zhengzhou University, Zhengzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9855,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.72224699,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"2043","last_page":"2049"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10102","display_name":"scientometrics and bibliometrics research","score":0.5356000065803528,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10102","display_name":"scientometrics and bibliometrics research","score":0.5356000065803528,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.36079999804496765,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.01600000075995922,"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/citation-networks","display_name":"citation networks","score":0.9829999804496765},{"id":"https://openalex.org/keywords/topic-modeling","display_name":"topic modeling","score":0.5289999842643738},{"id":"https://openalex.org/keywords/lsi","display_name":"LSI","score":0.6790000200271606},{"id":"https://openalex.org/keywords/doc2vec","display_name":"Doc2Vec","score":0.9940000176429749},{"id":"https://openalex.org/keywords/minhash","display_name":"MinHash","score":0.972000002861023},{"id":"https://openalex.org/keywords/academic-recommendation","display_name":"academic recommendation","score":0.8960000276565552}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7501511573791504},{"id":"https://openalex.org/C2778805511","wikidata":"https://www.wikidata.org/wiki/Q1713","display_name":"Citation","level":2,"score":0.665974497795105},{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.5225883722305298},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5074388384819031},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5011591911315918},{"id":"https://openalex.org/C105345328","wikidata":"https://www.wikidata.org/wiki/Q206276","display_name":"Citation analysis","level":3,"score":0.4762837290763855},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4739660918712616},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.4682529866695404},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.43567103147506714},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.33082032203674316},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.16999176144599915},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.09534415602684021},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","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},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/itaic54216.2022.9836864","doi":"https://doi.org/10.1109/itaic54216.2022.9836864","is_oa":false,"landing_page_url":"https://doi.org/10.1109/itaic54216.2022.9836864","pdf_url":null,"source":{"id":"https://openalex.org/S4363607755","display_name":"IEEE Joint International Information Technology and Artificial Intelligence Conference (ITAIC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 10th Joint International Information Technology and Artificial Intelligence Conference (ITAIC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1614298861","https://openalex.org/W1880262756","https://openalex.org/W2080316042","https://openalex.org/W2131744502","https://openalex.org/W2148885851","https://openalex.org/W2178450032","https://openalex.org/W2189359059","https://openalex.org/W2225236635","https://openalex.org/W2295843139","https://openalex.org/W2596990011","https://openalex.org/W2949169239","https://openalex.org/W3011853923"],"related_works":["https://openalex.org/W2000281955","https://openalex.org/W2583670618","https://openalex.org/W4221160697","https://openalex.org/W4206794059","https://openalex.org/W2968932404","https://openalex.org/W2326068566","https://openalex.org/W3171727748","https://openalex.org/W3080649781","https://openalex.org/W3199757226","https://openalex.org/W3165075534"],"abstract_inverted_index":{"In":[0,76],"the":[1,5,18,29,57,63,90,99,102,120,126,130,133,136,143,151,163,174],"study":[2],"of":[3,8,21,31,37,66,69,92,113,122,145,158],"scholars,":[4],"research":[6,25,53,82,166],"interests":[7,54],"scholars":[9,22,87],"have":[10],"strong":[11],"personalized":[12],"features,":[13],"which":[14,116],"can":[15,47,117,177],"well":[16],"reflect":[17],"interest":[19,40,83,159,167],"preferences":[20],"in":[23,129],"specific":[24],"fields":[26],"to":[27,43,50,141,161],"serve":[28],"tasks":[30],"user":[32],"profiling":[33],"and":[34,72,95,105,124],"academic":[35,70,73],"recommendation":[36],"scholars.":[38],"Research":[39],"mining":[41,84],"aims":[42],"mine":[44,125],"topics":[45,121],"that":[46,173],"be":[48],"used":[49,109,140,155],"describe":[51],"scholars'":[52,114,165],"directly":[55],"from":[56],"text.":[58],"The":[59,169],"existing":[60],"methods":[61],"lack":[62],"comprehensive":[64],"use":[65],"semantic":[67,127],"information":[68,128],"papers":[71,94,123],"network":[74,147],"information.":[75],"this":[77],"paper,":[78],"we":[79],"construct":[80],"a":[81],"method":[85,153],"for":[86,110,156],"based":[88],"on":[89,132],"text":[91,111],"their":[93],"citation":[96,146],"networks.":[97],"On":[98],"one":[100],"hand,":[101,135],"LSI":[103],"model":[104,107],"Doc2Vec":[106],"are":[108],"representation":[112],"papers,":[115],"effectively":[118],"extract":[119],"text;":[131],"other":[134],"MinHash":[137],"algorithm":[138],"is":[139,154],"reduce":[142],"complexity":[144],"similarity":[148],"calculation.":[149],"Finally,":[150],"integration":[152],"fusion":[157],"labels":[160],"obtain":[162],"final":[164],"labels.":[168],"experimental":[170],"results":[171],"demonstrate":[172],"integrated":[175],"approach":[176],"get":[178],"higher":[179],"accuracy":[180],"rates.":[181]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2022-08-03T00:00:00"}
