{"id":"https://openalex.org/W4400947800","doi":"https://doi.org/10.1145/3672919.3672973","title":"Research on News Text Classification Based on BERT-BiLSTM-TextCNN-Attention","display_name":"Research on News Text Classification Based on BERT-BiLSTM-TextCNN-Attention","publication_year":2024,"publication_date":"2024-03-01","ids":{"openalex":"https://openalex.org/W4400947800","doi":"https://doi.org/10.1145/3672919.3672973"},"language":"en","primary_location":{"id":"doi:10.1145/3672919.3672973","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3672919.3672973","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3672919.3672973?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 3rd International Conference on Cyber Security, Artificial Intelligence and Digital Economy","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3672919.3672973?download=true","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Jia Wang","orcid":"https://orcid.org/0009-0008-0643-8245"},"institutions":[{"id":"https://openalex.org/I88372448","display_name":"Dalian Polytechnic University","ror":"https://ror.org/00c7x4a95","country_code":"CN","type":"education","lineage":["https://openalex.org/I88372448"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jia Wang","raw_affiliation_strings":["Dalian Polytechnic University, China"],"raw_orcid":"https://orcid.org/0009-0008-0643-8245","affiliations":[{"raw_affiliation_string":"Dalian Polytechnic University, China","institution_ids":["https://openalex.org/I88372448"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014671908","display_name":"Zongting Li","orcid":"https://orcid.org/0009-0006-3852-1305"},"institutions":[{"id":"https://openalex.org/I88372448","display_name":"Dalian Polytechnic University","ror":"https://ror.org/00c7x4a95","country_code":"CN","type":"education","lineage":["https://openalex.org/I88372448"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongting Li","raw_affiliation_strings":["School of Information Science and Engineering, Dalian Polytechnic University, China"],"raw_orcid":"https://orcid.org/0009-0006-3852-1305","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Dalian Polytechnic University, China","institution_ids":["https://openalex.org/I88372448"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055175642","display_name":"Chenyang Ma","orcid":"https://orcid.org/0009-0008-9480-3520"},"institutions":[{"id":"https://openalex.org/I88372448","display_name":"Dalian Polytechnic University","ror":"https://ror.org/00c7x4a95","country_code":"CN","type":"education","lineage":["https://openalex.org/I88372448"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenyang Ma","raw_affiliation_strings":["School of Information Science and Engineering, Dalian Polytechnic University, China"],"raw_orcid":"https://orcid.org/0009-0008-9480-3520","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Dalian Polytechnic University, China","institution_ids":["https://openalex.org/I88372448"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I88372448"],"apc_list":null,"apc_paid":null,"fwci":0.9934,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.79644449,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"295","last_page":"298"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13734","display_name":"Advanced Computational Techniques and Applications","score":0.6277999877929688,"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/T13734","display_name":"Advanced Computational Techniques and Applications","score":0.6277999877929688,"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":0.7122908234596252},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4258864223957062},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3984636068344116},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.36168134212493896}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7122908234596252},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4258864223957062},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3984636068344116},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.36168134212493896}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3672919.3672973","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3672919.3672973","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3672919.3672973?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 3rd International Conference on Cyber Security, Artificial Intelligence and Digital Economy","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3672919.3672973","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3672919.3672973","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3672919.3672973?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 3rd International Conference on Cyber Security, Artificial Intelligence and Digital Economy","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400947800.pdf","grobid_xml":"https://content.openalex.org/works/W4400947800.grobid-xml"},"referenced_works_count":2,"referenced_works":["https://openalex.org/W6944053467","https://openalex.org/W7103139890"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W3204019825"],"abstract_inverted_index":{"Traditional":[0],"machine":[1,20],"learning":[2,17,21],"models":[3,53],"are":[4],"difficult":[5],"to":[6,54],"capture":[7],"complex":[8],"features":[9,162],"and":[10,71,150,159],"contextual":[11],"relationships.":[12],"While":[13],"a":[14,37,40,65,84,116],"singular":[15],"deep":[16,156],"architecture":[18],"surpasses":[19],"in":[22,144,154],"text":[23,42,57,103,123,148],"processing,":[24],"it":[25],"falls":[26],"short":[27],"of":[28,32,118],"encompassing":[29],"the":[30,80,109,119,128,164],"entirety":[31],"textual":[33],"information":[34],"[5].":[35],"Enter":[36],"novel":[38],"approach:":[39],"news":[41,122,147],"classifier":[43],"built":[44],"upon":[45],"BERT-BiLSTM-TextCNN-Attention.":[46],"This":[47,140],"model":[48,95,133],"employs":[49],"BERT's":[50],"pre-trained":[51],"language":[52],"delve":[55],"into":[56,64],"content.":[58],"It":[59],"then":[60],"channels":[61],"this":[62],"data":[63],"BiLSTM":[66,130],"layer,":[67,86],"capturing":[68,88],"sequence":[69],"nuances":[70,158],"long-term":[72],"dependencies":[73],"for":[74,108],"comprehensive":[75],"semantic":[76,90,157],"insight.":[77],"Following":[78],"this,":[79],"output":[81],"moves":[82],"through":[83,92],"TextCNN":[85,131],"effectively":[87],"local":[89,161],"cues":[91],"convolution.":[93],"The":[94,113],"culminates":[96],"with":[97],"attention":[98],"mechanisms":[99],"that":[100,127],"highlight":[101],"pivotal":[102],"attributes,":[104],"refining":[105],"feature":[106],"vectors":[107],"Softmax":[110],"layer's":[111],"classification.":[112],"experimentation":[114],"utilized":[115],"subset":[117],"THUCNews":[120],"Chinese":[121,146],"dataset.":[124],"Results":[125],"indicate":[126],"BERT":[129],"Attention":[132],"achieved":[134],"96.48%":[135],"accuracy,":[136],"outperforming":[137],"other":[138],"benchmarks.":[139],"underscores":[141],"its":[142,152],"superiority":[143],"handling":[145],"classification":[149],"validating":[151],"prowess":[153],"extracting":[155],"crucial":[160],"from":[163],"text.":[165]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-10T14:07:55.174380","created_date":"2025-10-10T00:00:00"}