{"id":"https://openalex.org/W4388112782","doi":"https://doi.org/10.3390/sym15112008","title":"Short Text Classification Based on Explicit and Implicit Multiscale Weighted Semantic Information","display_name":"Short Text Classification Based on Explicit and Implicit Multiscale Weighted Semantic Information","publication_year":2023,"publication_date":"2023-11-01","ids":{"openalex":"https://openalex.org/W4388112782","doi":"https://doi.org/10.3390/sym15112008"},"language":"en","primary_location":{"id":"doi:10.3390/sym15112008","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym15112008","pdf_url":"https://www.mdpi.com/2073-8994/15/11/2008/pdf?version=1698819203","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-8994/15/11/2008/pdf?version=1698819203","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100521249","display_name":"Jun Gong","orcid":null},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Gong","raw_affiliation_strings":["Teaching Affairs Division, Xinjiang University, Urumqi 830046, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Teaching Affairs Division, Xinjiang University, Urumqi 830046, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038288999","display_name":"Juling Zhang","orcid":"https://orcid.org/0000-0003-4968-3896"},"institutions":[{"id":"https://openalex.org/I94047373","display_name":"Xinjiang University of Finance and Economics","ror":"https://ror.org/00fk31757","country_code":"CN","type":"education","lineage":["https://openalex.org/I94047373"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Juling Zhang","raw_affiliation_strings":["The School of Cyberspace Security, Xinjiang University of Finance and Economics, Urumqi 830012, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The School of Cyberspace Security, Xinjiang University of Finance and Economics, Urumqi 830012, China","institution_ids":["https://openalex.org/I94047373"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082735174","display_name":"Wenqiang Guo","orcid":"https://orcid.org/0000-0002-6283-791X"},"institutions":[{"id":"https://openalex.org/I94047373","display_name":"Xinjiang University of Finance and Economics","ror":"https://ror.org/00fk31757","country_code":"CN","type":"education","lineage":["https://openalex.org/I94047373"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenqiang Guo","raw_affiliation_strings":["The School of Cyberspace Security, Xinjiang University of Finance and Economics, Urumqi 830012, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The School of Cyberspace Security, Xinjiang University of Finance and Economics, Urumqi 830012, China","institution_ids":["https://openalex.org/I94047373"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023091606","display_name":"Zhilong Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I94047373","display_name":"Xinjiang University of Finance and Economics","ror":"https://ror.org/00fk31757","country_code":"CN","type":"education","lineage":["https://openalex.org/I94047373"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhilong Ma","raw_affiliation_strings":["The School of Cyberspace Security, Xinjiang University of Finance and Economics, Urumqi 830012, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The School of Cyberspace Security, Xinjiang University of Finance and Economics, Urumqi 830012, China","institution_ids":["https://openalex.org/I94047373"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084962743","display_name":"Xiaoyi Lv","orcid":"https://orcid.org/0000-0001-6855-7428"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyi Lv","raw_affiliation_strings":["The School of Software, Xinjiang University, Urumqi 830046, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The School of Software, Xinjiang University, Urumqi 830046, China","institution_ids":["https://openalex.org/I96908189"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5038288999"],"corresponding_institution_ids":["https://openalex.org/I94047373"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2227},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2227},"fwci":0.7911,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.77611004,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"15","issue":"11","first_page":"2008","last_page":"2008"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9987999796867371,"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/T10028","display_name":"Topic Modeling","score":0.9987999796867371,"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":0.9940000176429749,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9932000041007996,"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":0.7662695646286011},{"id":"https://openalex.org/keywords/word2vec","display_name":"Word2vec","score":0.7546132802963257},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.669561505317688},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5503390431404114},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5422587394714355},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.538413941860199},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5053918361663818},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.44769397377967834},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3920319676399231},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12628304958343506}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7662695646286011},{"id":"https://openalex.org/C2776461190","wikidata":"https://www.wikidata.org/wiki/Q22673982","display_name":"Word2vec","level":3,"score":0.7546132802963257},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.669561505317688},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5503390431404114},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5422587394714355},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.538413941860199},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5053918361663818},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.44769397377967834},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3920319676399231},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12628304958343506},{"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/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/sym15112008","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym15112008","pdf_url":"https://www.mdpi.com/2073-8994/15/11/2008/pdf?version=1698819203","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:8c9f67700f9a4c2da3979f451e21a325","is_oa":false,"landing_page_url":"https://doaj.org/article/8c9f67700f9a4c2da3979f451e21a325","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Symmetry, Vol 15, Iss 11, p 2008 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/sym15112008","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym15112008","pdf_url":"https://www.mdpi.com/2073-8994/15/11/2008/pdf?version=1698819203","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"No poverty","score":0.6499999761581421,"id":"https://metadata.un.org/sdg/1"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388112782.pdf"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W1832693441","https://openalex.org/W2077997370","https://openalex.org/W2128217726","https://openalex.org/W2251908874","https://openalex.org/W2284289336","https://openalex.org/W2808594265","https://openalex.org/W2964202476","https://openalex.org/W3006301690","https://openalex.org/W3012397688","https://openalex.org/W3024877706","https://openalex.org/W3035245013","https://openalex.org/W3094547167","https://openalex.org/W3131390279","https://openalex.org/W3196676412","https://openalex.org/W3199208040","https://openalex.org/W4220756717","https://openalex.org/W4233772480","https://openalex.org/W4291801891","https://openalex.org/W4294811468","https://openalex.org/W4316021493","https://openalex.org/W4372049274","https://openalex.org/W4379781082","https://openalex.org/W6695662000","https://openalex.org/W6779508300"],"related_works":["https://openalex.org/W2980729574","https://openalex.org/W1560851690","https://openalex.org/W3092047717","https://openalex.org/W3110772647","https://openalex.org/W4390881630","https://openalex.org/W2905749112","https://openalex.org/W2346530426","https://openalex.org/W3099354896","https://openalex.org/W4287599800","https://openalex.org/W3046869600"],"abstract_inverted_index":{"Considering":[0],"the":[1,15,40,72,84,106,121],"poor":[2],"effect":[3],"of":[4,45,80,127,136],"short":[5,17,23,46,81,93,109,116,123],"text":[6,18,24,47,94,110,117,124],"classification":[7,25,111,118,125],"due":[8],"to":[9,105],"insufficient":[10],"semantic":[11,36],"information":[12,37,79],"mining":[13],"in":[14],"current":[16],"matching":[19],"methods,":[20],"a":[21,51,66],"new":[22],"method":[26,102],"is":[27,88,103],"proposed":[28],"based":[29],"on":[30,120],"explicit":[31,41,73],"and":[32,42,60,74,113,132,141],"implicit":[33,43,75],"multiscale":[34,67,76,85],"weighting":[35,77,86],"interaction.":[38],"First,":[39],"representations":[44],"are":[48],"obtained":[49],"by":[50],"word":[52],"vector":[53],"model":[54],"(word2vec),":[55],"convolutional":[56,68],"neural":[57,69],"networks":[58],"(CNNs),":[59],"long":[61],"short-term":[62],"memory":[63],"(LSTM).":[64],"Then,":[65],"network":[70],"obtains":[71],"semantics":[78,87],"text.":[82],"Finally,":[83],"fused":[89],"for":[90],"more":[91],"accurate":[92],"classification.":[95],"The":[96],"experimental":[97],"results":[98],"show":[99],"that":[100],"this":[101],"superior":[104],"existing":[107],"classical":[108],"algorithms":[112],"two":[114],"advanced":[115],"models":[119],"five":[122],"datasets":[126],"MR,":[128],"Subj,":[129],"TREC,":[130],"SST1":[131],"SST2":[133],"with":[134],"accuracies":[135],"85.7%,":[137],"96.9%,":[138],"98.1%,":[139],"53.4%":[140],"91.8%,":[142],"respectively.":[143]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
