{"id":"https://openalex.org/W4210437373","doi":"https://doi.org/10.1108/ajim-04-2021-0114","title":"ALBERT-BPF: a book purchase forecast model for university library by using ALBERT for text feature extraction","display_name":"ALBERT-BPF: a book purchase forecast model for university library by using ALBERT for text feature extraction","publication_year":2022,"publication_date":"2022-01-28","ids":{"openalex":"https://openalex.org/W4210437373","doi":"https://doi.org/10.1108/ajim-04-2021-0114"},"language":"en","primary_location":{"id":"doi:10.1108/ajim-04-2021-0114","is_oa":false,"landing_page_url":"https://doi.org/10.1108/ajim-04-2021-0114","pdf_url":null,"source":{"id":"https://openalex.org/S4210181081","display_name":"Aslib Journal of Information Management","issn_l":"2050-3806","issn":["2050-3806","2050-3814"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Aslib Journal of Information Management","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/A5034234744","display_name":"Yejun Wu","orcid":"https://orcid.org/0000-0003-2722-3020"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yejun Wu","raw_affiliation_strings":["Wuhan University Library, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-2722-3020","affiliations":[{"raw_affiliation_string":"Wuhan University Library, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037901117","display_name":"Xiaxian Wang","orcid":"https://orcid.org/0000-0003-3235-6784"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaxian Wang","raw_affiliation_strings":["Wuhan University Library, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-3235-6784","affiliations":[{"raw_affiliation_string":"Wuhan University Library, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000507166","display_name":"Peilin Yu","orcid":"https://orcid.org/0000-0001-8688-5396"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peilin Yu","raw_affiliation_strings":["School of Computer Science, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-8688-5396","affiliations":[{"raw_affiliation_string":"School of Computer Science, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073361774","display_name":"YongKai Huang","orcid":"https://orcid.org/0000-0003-1145-6743"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"YongKai Huang","raw_affiliation_strings":["Wuhan University Library, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-1145-6743","affiliations":[{"raw_affiliation_string":"Wuhan University Library, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I37461747"],"apc_list":null,"apc_paid":null,"fwci":1.0481,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.79591969,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"74","issue":"4","first_page":"673","last_page":"687"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9686999917030334,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9686999917030334,"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/T10068","display_name":"Technology Adoption and User Behaviour","score":0.9424999952316284,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision 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":0.670457661151886},{"id":"https://openalex.org/keywords/originality","display_name":"Originality","score":0.5803645849227905},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.5586338639259338},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5218738317489624},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5178433060646057},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4469640254974365},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.42941814661026},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.4163852334022522},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3578460216522217},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3344932794570923},{"id":"https://openalex.org/keywords/library-science","display_name":"Library science","score":0.3280392289161682},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.16954919695854187},{"id":"https://openalex.org/keywords/management","display_name":"Management","score":0.13791993260383606},{"id":"https://openalex.org/keywords/history","display_name":"History","score":0.13549736142158508},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12225708365440369}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.670457661151886},{"id":"https://openalex.org/C2776950860","wikidata":"https://www.wikidata.org/wiki/Q2914681","display_name":"Originality","level":3,"score":0.5803645849227905},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.5586338639259338},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5218738317489624},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5178433060646057},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4469640254974365},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.42941814661026},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4163852334022522},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3578460216522217},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3344932794570923},{"id":"https://openalex.org/C161191863","wikidata":"https://www.wikidata.org/wiki/Q199655","display_name":"Library science","level":1,"score":0.3280392289161682},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.16954919695854187},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.13791993260383606},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.13549736142158508},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12225708365440369},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1108/ajim-04-2021-0114","is_oa":false,"landing_page_url":"https://doi.org/10.1108/ajim-04-2021-0114","pdf_url":null,"source":{"id":"https://openalex.org/S4210181081","display_name":"Aslib Journal of Information Management","issn_l":"2050-3806","issn":["2050-3806","2050-3814"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Aslib Journal of Information Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.699999988079071,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1832693441","https://openalex.org/W2094059985","https://openalex.org/W2125283600","https://openalex.org/W2130942839","https://openalex.org/W2131744502","https://openalex.org/W2140679639","https://openalex.org/W2163605009","https://openalex.org/W2216946510","https://openalex.org/W2393129636","https://openalex.org/W2564903370","https://openalex.org/W2769259687","https://openalex.org/W2985197217","https://openalex.org/W2990987115","https://openalex.org/W3006283605","https://openalex.org/W3030520226","https://openalex.org/W3088287572","https://openalex.org/W3109319753","https://openalex.org/W3119469078","https://openalex.org/W3159414726","https://openalex.org/W4240032312"],"related_works":["https://openalex.org/W2593155302","https://openalex.org/W2041415459","https://openalex.org/W2072812638","https://openalex.org/W3126095231","https://openalex.org/W2352855287","https://openalex.org/W4200071106","https://openalex.org/W2378906650","https://openalex.org/W2384288445","https://openalex.org/W2382526412","https://openalex.org/W2347474189"],"abstract_inverted_index":{"Purpose":[0],"The":[1,27,85,135,146,161],"purpose":[2],"of":[3,22,54,120,137,183],"this":[4],"research":[5,212],"is":[6,144,191,200,216],"to":[7,39,51,74,116,126,130,177,202,227],"achieve":[8,40],"automatic":[9],"and":[10,19,64,107,122],"accurate":[11],"book":[12,24,49,71,99,141,154,207,229],"purchase":[13,100,142,155,208,230],"forecasts":[14],"for":[15,91],"the":[16,44,48,70,95,98,132,148,152,165,173,187,196,204,219],"university":[17,159],"libraries":[18],"improve":[20],"efficiency":[21],"manual":[23,206],"purchase.":[25],"Design/methodology/approach":[26],"authors":[28,45,96,149],"presented":[29],"a":[30,103,109],"Book":[31],"Purchase":[32],"Forecast":[33],"model":[34,92,110,199],"with":[35,81,180],"A":[36],"Lite":[37],"BERT(ALBERT-BPF)":[38],"their":[41,158],"goals.":[42],"First,":[43],"process":[46],"all":[47,76],"data":[50,73,87,147,156,166],"unify":[52],"format":[53],"books'":[55],"features,":[56],"such":[57],"as":[58,102],"ISBN,":[59],"title,":[60],"authors,":[61],"brief":[62],"introduction":[63],"so":[65],"on.":[66],"Second,":[67],"they":[68],"exploit":[69],"order":[72],"label":[75],"books":[77,121,174],"supplied":[78],"by":[79],"booksellers":[80],"\u201cpurchased\u201d":[82],"or":[83],"\u201cnon-purchased\u201d.":[84],"labelled":[86],"will":[88],"be":[89,178],"used":[90],"training.":[93],"Last,":[94],"regard":[97],"task":[101,143],"text":[104,118],"classification":[105,124],"problem":[106],"present":[108],"named":[111],"ALBERT-BPF,":[112],"which":[113,215],"applies":[114,213],"ALBERT":[115],"extract":[117],"features":[119],"BPF":[123],"layer":[125],"forecast":[127],"purchased":[128,179],"books,":[129],"solve":[131],"problem.":[133],"Findings":[134],"application":[136],"deep":[138,197],"learning":[139,198],"in":[140],"effective.":[145],"exploited":[150],"are":[151],"historical":[153],"from":[157],"library.":[160],"authors\u2019":[162],"experiments":[163],"on":[164,218],"show":[167],"that":[168,175,195],"ALBERT-BPF":[169],"can":[170],"seek":[171],"out":[172],"need":[176],"an":[181],"accuracy":[182,189],"over":[184],"82%.":[185],"And":[186],"highest":[188],"reached":[190],"88.06%.":[192],"These":[193],"indicate":[194],"sufficient":[201],"assist":[203],"traditional":[205],"way.":[209],"Originality/value":[210],"This":[211],"ALBERT,":[214],"based":[217],"latest":[220],"Natural":[221],"Language":[222],"Processing":[223],"(NLP)":[224],"architecture":[225],"Transformer,":[226],"library":[228],"task.":[231]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3}],"updated_date":"2026-07-07T14:30:12.667765","created_date":"2025-10-10T00:00:00"}