{"id":"https://openalex.org/W4386322383","doi":"https://doi.org/10.1109/icce-taiwan58799.2023.10226901","title":"Using Machine Learning for Efficient Smishing Detection","display_name":"Using Machine Learning for Efficient Smishing Detection","publication_year":2023,"publication_date":"2023-07-17","ids":{"openalex":"https://openalex.org/W4386322383","doi":"https://doi.org/10.1109/icce-taiwan58799.2023.10226901"},"language":"en","primary_location":{"id":"doi:10.1109/icce-taiwan58799.2023.10226901","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce-taiwan58799.2023.10226901","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Consumer Electronics - Taiwan (ICCE-Taiwan)","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/A5107700208","display_name":"Sheng-Shan Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I118292597","display_name":"National Taipei University of Technology","ror":"https://ror.org/00cn92c09","country_code":"TW","type":"education","lineage":["https://openalex.org/I118292597"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Sheng-Shan Chen","raw_affiliation_strings":["National Taipei University of Technology,Computer Science and Information Engineering,Taipei,Taiwan","Computer Science and Information Engineering, National Taipei University of Technology, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Taipei University of Technology,Computer Science and Information Engineering,Taipei,Taiwan","institution_ids":["https://openalex.org/I118292597"]},{"raw_affiliation_string":"Computer Science and Information Engineering, National Taipei University of Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I118292597"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004270539","display_name":"Chin\u2010Yu Sun","orcid":"https://orcid.org/0000-0003-1034-8628"},"institutions":[{"id":"https://openalex.org/I118292597","display_name":"National Taipei University of Technology","ror":"https://ror.org/00cn92c09","country_code":"TW","type":"education","lineage":["https://openalex.org/I118292597"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chin-Yu Sun","raw_affiliation_strings":["National Taipei University of Technology,Computer Science and Information Engineering,Taipei,Taiwan","Computer Science and Information Engineering, National Taipei University of Technology, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Taipei University of Technology,Computer Science and Information Engineering,Taipei,Taiwan","institution_ids":["https://openalex.org/I118292597"]},{"raw_affiliation_string":"Computer Science and Information Engineering, National Taipei University of Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I118292597"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086428506","display_name":"Tun\u2010Wen Pai","orcid":"https://orcid.org/0000-0002-2869-4169"},"institutions":[{"id":"https://openalex.org/I118292597","display_name":"National Taipei University of Technology","ror":"https://ror.org/00cn92c09","country_code":"TW","type":"education","lineage":["https://openalex.org/I118292597"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Tun-Wen Pai","raw_affiliation_strings":["National Taipei University of Technology,Computer Science and Information Engineering,Taipei,Taiwan","Computer Science and Information Engineering, National Taipei University of Technology, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Taipei University of Technology,Computer Science and Information Engineering,Taipei,Taiwan","institution_ids":["https://openalex.org/I118292597"]},{"raw_affiliation_string":"Computer Science and Information Engineering, National Taipei University of Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I118292597"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I118292597"],"apc_list":null,"apc_paid":null,"fwci":1.6441,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.87451178,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"207","last_page":"208"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9991000294685364,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.8233324289321899},{"id":"https://openalex.org/keywords/upload","display_name":"Upload","score":0.7657414674758911},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5828717947006226},{"id":"https://openalex.org/keywords/phishing","display_name":"Phishing","score":0.5800874829292297},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5672746896743774},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4485803246498108},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2677212357521057},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.15829744935035706},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10475879907608032}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8233324289321899},{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.7657414674758911},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5828717947006226},{"id":"https://openalex.org/C83860907","wikidata":"https://www.wikidata.org/wiki/Q135005","display_name":"Phishing","level":3,"score":0.5800874829292297},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5672746896743774},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4485803246498108},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2677212357521057},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.15829744935035706},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10475879907608032}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icce-taiwan58799.2023.10226901","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce-taiwan58799.2023.10226901","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Consumer Electronics - Taiwan (ICCE-Taiwan)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320331164","display_name":"National Science and Technology Council","ror":"https://ror.org/00wnb9798"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2036166268","https://openalex.org/W2576815293","https://openalex.org/W2783922631","https://openalex.org/W2801332331","https://openalex.org/W2921477761","https://openalex.org/W3011823135","https://openalex.org/W3152804902","https://openalex.org/W4226300618"],"related_works":["https://openalex.org/W1983811306","https://openalex.org/W2365093105","https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W2358742051","https://openalex.org/W2516405122","https://openalex.org/W4224009465","https://openalex.org/W2129393269","https://openalex.org/W4286629047","https://openalex.org/W4306321456"],"abstract_inverted_index":{"The":[0,85],"prevalence":[1],"of":[2,96],"mobile":[3,68],"phones":[4],"and":[5,55,62,70,76,101],"messaging":[6],"apps":[7],"has":[8],"made":[9],"smishing":[10,17],"attacks":[11],"a":[12,47],"growing":[13],"concern.":[14],"Attackers":[15],"use":[16],"to":[18,40,51,81],"deceive":[19],"individuals":[20,41],"into":[21],"revealing":[22],"sensitive":[23],"information,":[24],"downloading":[25],"malicious":[26],"software,":[27],"or":[28,42],"performing":[29],"other":[30],"harmful":[31],"actions.":[32],"These":[33],"disregarded":[34],"responses":[35],"cause":[36],"significant":[37],"financial":[38],"loss":[39],"organizations.":[43],"We":[44],"proposed":[45,90],"using":[46],"machine":[48],"learning":[49],"model":[50],"analyze":[52],"message":[53],"contents":[54],"detect":[56],"phishing":[57],"URLs.":[58],"Our":[59],"experiments":[60],"collected":[61],"manually":[63],"annotated":[64],"text":[65],"messages":[66],"from":[67],"phones,":[69],"both":[71],"natural":[72],"language":[73],"processing":[74],"techniques":[75],"machine-learning":[77],"algorithms":[78],"were":[79],"applied":[80],"the":[82],"dataset":[83],"simultaneously.":[84],"results":[86],"show":[87],"that":[88],"our":[89],"method":[91],"achieved":[92],"an":[93],"F1":[94],"score":[95],"94%,":[97],"showing":[98],"high":[99],"effectiveness":[100],"efficiency":[102],"in":[103],"accurately":[104],"detecting":[105],"Smishing":[106],"attacks.":[107]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
