{"id":"https://openalex.org/W4387251664","doi":"https://doi.org/10.1109/ccis59572.2023.10262909","title":"Intelligent Smishing Detection System for Massive Users","display_name":"Intelligent Smishing Detection System for Massive Users","publication_year":2023,"publication_date":"2023-08-12","ids":{"openalex":"https://openalex.org/W4387251664","doi":"https://doi.org/10.1109/ccis59572.2023.10262909"},"language":"en","primary_location":{"id":"doi:10.1109/ccis59572.2023.10262909","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccis59572.2023.10262909","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 9th International Conference on Cloud Computing and Intelligent Systems (CCIS)","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/A5100429898","display_name":"Qiang Li","orcid":"https://orcid.org/0000-0001-7510-4718"},"institutions":[{"id":"https://openalex.org/I4210092299","display_name":"Qihoo 360 (China)","ror":"https://ror.org/00p4rkj69","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210092299"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qiang Li","raw_affiliation_strings":["Beijing Qihoo Technology Co., Ltd,Beijing,China,100015"],"affiliations":[{"raw_affiliation_string":"Beijing Qihoo Technology Co., Ltd,Beijing,China,100015","institution_ids":["https://openalex.org/I4210092299"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100413537","display_name":"Jianxin Zhang","orcid":"https://orcid.org/0000-0001-6076-5433"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jianxin Zhang","raw_affiliation_strings":["National Engineering Research Center of Big Data Collaborative Security Technology,Beijing,China,100015"],"affiliations":[{"raw_affiliation_string":"National Engineering Research Center of Big Data Collaborative Security Technology,Beijing,China,100015","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112724994","display_name":"Nan Zhou","orcid":"https://orcid.org/0009-0004-9674-3518"},"institutions":[{"id":"https://openalex.org/I4210092299","display_name":"Qihoo 360 (China)","ror":"https://ror.org/00p4rkj69","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210092299"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nan Zhou","raw_affiliation_strings":["Beijing Qihoo Technology Co., Ltd,Beijing,China,100015"],"affiliations":[{"raw_affiliation_string":"Beijing Qihoo Technology Co., Ltd,Beijing,China,100015","institution_ids":["https://openalex.org/I4210092299"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101483830","display_name":"Ming Liang","orcid":"https://orcid.org/0000-0002-9828-5504"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liang Ming","raw_affiliation_strings":["National Engineering Research Center of Big Data Collaborative Security Technology,Beijing,China,100015"],"affiliations":[{"raw_affiliation_string":"National Engineering Research Center of Big Data Collaborative Security Technology,Beijing,China,100015","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037640550","display_name":"Bo Zhao","orcid":"https://orcid.org/0009-0004-0436-7528"},"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":"Bo Zhao","raw_affiliation_strings":["WuHan University,School of Cyber Science And Engineering,WuHan,China,430064"],"affiliations":[{"raw_affiliation_string":"WuHan University,School of Cyber Science And Engineering,WuHan,China,430064","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084949597","display_name":"Yuejin Du","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuejin Du","raw_affiliation_strings":["National Engineering Research Center of Big Data Collaborative Security Technology,Beijing,China,100015"],"affiliations":[{"raw_affiliation_string":"National Engineering Research Center of Big Data Collaborative Security Technology,Beijing,China,100015","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100664779","display_name":"Zhong Li","orcid":"https://orcid.org/0000-0002-3849-3416"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li Zhong","raw_affiliation_strings":["National Engineering Research Center of Big Data Collaborative Security Technology,Beijing,China,100015"],"affiliations":[{"raw_affiliation_string":"National Engineering Research Center of Big Data Collaborative Security Technology,Beijing,China,100015","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101434759","display_name":"Jia Li","orcid":"https://orcid.org/0000-0002-8896-3017"},"institutions":[{"id":"https://openalex.org/I4210092299","display_name":"Qihoo 360 (China)","ror":"https://ror.org/00p4rkj69","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210092299"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia Li","raw_affiliation_strings":["Beijing Qihoo Technology Co., Ltd,Beijing,China,100015"],"affiliations":[{"raw_affiliation_string":"Beijing Qihoo Technology Co., Ltd,Beijing,China,100015","institution_ids":["https://openalex.org/I4210092299"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5100429898"],"corresponding_institution_ids":["https://openalex.org/I4210092299"],"apc_list":null,"apc_paid":null,"fwci":1.3745,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.85608518,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"199","last_page":"206"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":0.9998999834060669,"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/T11147","display_name":"Misinformation and Its Impacts","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9922000169754028,"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":0.8426167964935303},{"id":"https://openalex.org/keywords/phishing","display_name":"Phishing","score":0.7206772565841675},{"id":"https://openalex.org/keywords/spoofing-attack","display_name":"Spoofing attack","score":0.49686458706855774},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41196149587631226},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3634352684020996},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3224330544471741},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.23433667421340942},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.22823360562324524}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8426167964935303},{"id":"https://openalex.org/C83860907","wikidata":"https://www.wikidata.org/wiki/Q135005","display_name":"Phishing","level":3,"score":0.7206772565841675},{"id":"https://openalex.org/C167900197","wikidata":"https://www.wikidata.org/wiki/Q11081100","display_name":"Spoofing attack","level":2,"score":0.49686458706855774},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41196149587631226},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3634352684020996},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3224330544471741},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.23433667421340942},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.22823360562324524},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ccis59572.2023.10262909","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccis59572.2023.10262909","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 9th International Conference on Cloud Computing and Intelligent Systems (CCIS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.6200000047683716}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1940872118","https://openalex.org/W2580641941","https://openalex.org/W2750675889","https://openalex.org/W2950621961","https://openalex.org/W2952370363","https://openalex.org/W2969254881","https://openalex.org/W3095325295","https://openalex.org/W3156333129","https://openalex.org/W3174396451","https://openalex.org/W4200194343","https://openalex.org/W6626481562","https://openalex.org/W6743238361"],"related_works":["https://openalex.org/W3127778980","https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Smishing":[0],"has":[1,220,230],"always":[2],"been":[3,231],"an":[4,157,222,253],"important":[5],"means":[6],"of":[7,21,68,78,95,97,99,138,151,171,196,240,250,256],"black-gray":[8,26],"drainage.":[9],"Currently,":[10],"interception":[11,37,51],"measures":[12],"are":[13,126,205],"primarily":[14],"deployed":[15,232],"at":[16],"the":[17,36,40,57,60,66,76,82,91,103,131,169,187,213,218],"network":[18,203],"communication":[19,41],"layer":[20],"SMS":[22],"transmission.":[23],"In":[24],"response,":[25],"industry":[27],"organizations":[28],"continuously":[29],"improve":[30],"their":[31],"evasion":[32],"techniques":[33],"to":[34,101,144],"bypass":[35],"strategies":[38,201],"along":[39],"chain.":[42],"This":[43,109,165],"article":[44],"presents":[45],"a":[46,87,122,236,247],"novel":[47],"phishing":[48,140,154,224],"text":[49,73,141,155,188,225],"message":[50,226],"method":[52],"that":[53],"involves":[54,85],"collaboration":[55],"between":[56],"terminal":[58],"and":[59,75,106,119,133,148,180,198,233,252],"cloud.":[61],"Its":[62],"advantage":[63],"lies":[64],"in":[65,90,153,235],"combination":[67],"deep":[69],"learning":[70],"models":[71,125,192],"for":[72,129,168,193,202],"classification":[74,124],"identification":[77],"reserved":[79,184],"information.":[80,211],"Firstly,":[81],"optimization":[83,110],"process":[84],"leveraging":[86],"massive":[88],"corpus":[89],"vertical":[92],"domain,":[93],"consisting":[94],"hundreds":[96],"millions":[98,242],"samples,":[100],"optimize":[102],"Bert":[104],"model":[105],"TextCNN":[107],"network.":[108],"includes":[111],"incorporating":[112],"proprietary":[113],"features":[114],"such":[115],"as":[116],"statistics,":[117],"pinyin,":[118],"glyph.":[120],"As":[121],"result,":[123],"specifically":[127],"designed":[128],"both":[130],"cloud":[132],"terminals,":[134],"enabling":[135],"efficient":[136],"recognition":[137,161],"ordinary":[139],"messages.":[142,189],"Secondly,":[143],"address":[145],"spear-phishing":[146],"attacks":[147],"various":[149],"types":[150],"spoofing":[152],"messages,":[156],"enhanced":[158],"named":[159],"entity":[160],"technology":[162,166],"is":[163],"employed.":[164],"allows":[167],"extraction":[170],"URLs,":[172],"QQ":[173],"numbers,":[174,179],"WeChat":[175],"IDs,":[176],"mobile":[177],"phone":[178],"other":[181],"suspected":[182],"fraudulent":[183],"information":[185],"from":[186],"Subsequently,":[190],"dedicated":[191],"feature":[194],"fusion":[195],"URLs":[197],"heuristic":[199],"discrimination":[200],"accounts":[204],"established":[206],"based":[207],"on":[208],"this":[209],"extracted":[210],"Combining":[212],"two":[214],"aforementioned":[215],"detection":[216,227],"methods,":[217],"paper":[219],"implemented":[221],"intelligent":[223],"system,":[228],"which":[229],"applied":[234],"real":[237],"environment":[238],"with":[239],"hundred":[241],"users.":[243],"The":[244],"system":[245],"achieved":[246],"recall":[248],"rate":[249,255],"98.32%":[251],"accuracy":[254],"99.44%.":[257]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
