{"id":"https://openalex.org/W3002109025","doi":"https://doi.org/10.1109/cisp-bmei48845.2019.8965984","title":"Sentiment Analysis of Web Text Based on Deep Learning with a Attention Mechanism","display_name":"Sentiment Analysis of Web Text Based on Deep Learning with a Attention Mechanism","publication_year":2019,"publication_date":"2019-10-01","ids":{"openalex":"https://openalex.org/W3002109025","doi":"https://doi.org/10.1109/cisp-bmei48845.2019.8965984","mag":"3002109025"},"language":"en","primary_location":{"id":"doi:10.1109/cisp-bmei48845.2019.8965984","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei48845.2019.8965984","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 12th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","raw_type":"proceedings-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/A5112252891","display_name":"Q\u00ecng Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qing Yu","raw_affiliation_strings":["Tianjin Key Laboratory of Intelligence Computing and Network Security, Tianjin University of Technology,Tianjin,China","Tianjin Key Laboratory of Intelligence Computing and Network Security, Tianjin University of Technology, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Intelligence Computing and Network Security, Tianjin University of Technology,Tianjin,China","institution_ids":["https://openalex.org/I136765683"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Intelligence Computing and Network Security, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100602280","display_name":"Hui Zhao","orcid":"https://orcid.org/0000-0002-8174-6271"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Zhao","raw_affiliation_strings":["Tianjin Key Laboratory of Intelligence Computing and Network Security, Tianjin University of Technology,Tianjin,China","Tianjin Key Laboratory of Intelligence Computing and Network Security, Tianjin University of Technology, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Intelligence Computing and Network Security, Tianjin University of Technology,Tianjin,China","institution_ids":["https://openalex.org/I136765683"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Intelligence Computing and Network Security, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073551629","display_name":"Kaiwen Jiang","orcid":"https://orcid.org/0000-0003-4837-2084"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaiwen Jiang","raw_affiliation_strings":["Tianjin Key Laboratory of Intelligence Computing and Network Security, Tianjin University of Technology,Tianjin,China","Tianjin Key Laboratory of Intelligence Computing and Network Security, Tianjin University of Technology, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"Tianjin Key Laboratory of Intelligence Computing and Network Security, Tianjin University of Technology,Tianjin,China","institution_ids":["https://openalex.org/I136765683"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Intelligence Computing and Network Security, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5112252891"],"corresponding_institution_ids":["https://openalex.org/I136765683"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1846128,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9997000098228455,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9997000098228455,"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/T10028","display_name":"Topic Modeling","score":0.9987000226974487,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9937000274658203,"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/sentiment-analysis","display_name":"Sentiment analysis","score":0.8450829982757568},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8206970691680908},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7250969409942627},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6389617919921875},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.575675368309021},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.5665397047996521},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5464736819267273},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.48109716176986694},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4788398742675781},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.448058545589447},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4446462392807007},{"id":"https://openalex.org/keywords/contrast","display_name":"Contrast (vision)","score":0.4261763095855713},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4025678038597107}],"concepts":[{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.8450829982757568},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8206970691680908},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7250969409942627},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6389617919921875},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.575675368309021},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.5665397047996521},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5464736819267273},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.48109716176986694},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4788398742675781},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.448058545589447},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4446462392807007},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.4261763095855713},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4025678038597107},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cisp-bmei48845.2019.8965984","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei48845.2019.8965984","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 12th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7900000214576721,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1832693441","https://openalex.org/W2120615054","https://openalex.org/W2133564696","https://openalex.org/W2201092681","https://openalex.org/W2313798630","https://openalex.org/W2366450295","https://openalex.org/W2546360033","https://openalex.org/W2964308564","https://openalex.org/W2964331270"],"related_works":["https://openalex.org/W2548633793","https://openalex.org/W3013279174","https://openalex.org/W2941935829","https://openalex.org/W2596247554","https://openalex.org/W3132372214","https://openalex.org/W4224284088","https://openalex.org/W4286571989","https://openalex.org/W2765903680","https://openalex.org/W4317653575","https://openalex.org/W2754876402"],"abstract_inverted_index":{"The":[0,98],"sentiment":[1,20,40,96,116],"analysis":[2,21],"of":[3,14,38,114],"online":[4],"commentary":[5],"is":[6],"a":[7,61,77],"hot":[8],"research":[9],"topic":[10],"in":[11],"the":[12,36,39,43,51,56,105,108,112],"field":[13],"network":[15,85],"information":[16],"mining.":[17],"Traditional":[18],"text":[19,95,115],"methods":[22],"are":[23],"mainly":[24],"based":[25],"on":[26,35],"emotional":[27,72],"dictionaries":[28],"or":[29],"machine":[30],"learning.":[31],"However,":[32],"it":[33],"relies":[34],"structure":[37],"dictionary":[41],"and":[42,46,86,90],"artificial":[44],"design":[45],"extraction":[47],"features,":[48],"which":[49],"limits":[50],"generalization":[52],"ability.":[53],"In":[54],"contrast,":[55],"deep":[57],"learning":[58],"model":[59,78],"has":[60],"stronger":[62],"ability":[63],"to":[64,71],"express":[65],"complex":[66],"mapping":[67],"functions":[68],"from":[69],"data":[70],"semantics.":[73],"This":[74],"paper":[75],"proposes":[76],"combining":[79],"Bidirectional":[80],"Gated":[81],"Recurrent":[82],"Unit(BGRU)":[83],"neural":[84],"Convolutional":[87],"Neural":[88],"Network(CNN),":[89],"introduces":[91],"attention":[92],"mechanism":[93],"for":[94],"analysis.":[97],"experimental":[99],"results":[100],"show":[101],"that":[102],"compared":[103],"with":[104],"traditional":[106],"method,":[107],"method":[109],"effectively":[110],"improves":[111],"accuracy":[113],"classification.":[117]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}