{"id":"https://openalex.org/W3005121675","doi":"https://doi.org/10.1109/skima47702.2019.8982427","title":"Deep Learning with Convolutional Neural Network and Long Short-Term Memory for Phishing Detection","display_name":"Deep Learning with Convolutional Neural Network and Long Short-Term Memory for Phishing Detection","publication_year":2019,"publication_date":"2019-08-01","ids":{"openalex":"https://openalex.org/W3005121675","doi":"https://doi.org/10.1109/skima47702.2019.8982427","mag":"3005121675"},"language":"en","primary_location":{"id":"doi:10.1109/skima47702.2019.8982427","is_oa":false,"landing_page_url":"https://doi.org/10.1109/skima47702.2019.8982427","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 13th International Conference on Software, Knowledge, Information Management and Applications (SKIMA)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/conference_contribution/Deep_Learning_with_Convolutional_Neural_Network_and_Long_Short-Term_Memory_for_Phishing_Detection/23764026","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074636993","display_name":"Moruf Akin Adebowale","orcid":"https://orcid.org/0000-0001-5704-4985"},"institutions":[{"id":"https://openalex.org/I51216347","display_name":"Anglia Ruskin University","ror":"https://ror.org/0009t4v78","country_code":"GB","type":"education","lineage":["https://openalex.org/I51216347"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"M. A. Adebowale","raw_affiliation_strings":["Anglia Ruskin University,School of Computing and Information Science,Chelmsford,UK","School of Computing and Information Science, Anglia Ruskin University, Chelmsford, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anglia Ruskin University,School of Computing and Information Science,Chelmsford,UK","institution_ids":["https://openalex.org/I51216347"]},{"raw_affiliation_string":"School of Computing and Information Science, Anglia Ruskin University, Chelmsford, UK","institution_ids":["https://openalex.org/I51216347"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019117993","display_name":"Khin Lwin","orcid":"https://orcid.org/0000-0001-8991-3890"},"institutions":[{"id":"https://openalex.org/I874055015","display_name":"Teesside University","ror":"https://ror.org/03z28gk75","country_code":"GB","type":"education","lineage":["https://openalex.org/I874055015"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"K. T. Lwin","raw_affiliation_strings":["Teesside University,School of Computing and Digital Technology,Middlesbrough,UK","School of Computing and Digital Technology, Teesside University, Middlesbrough, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Teesside University,School of Computing and Digital Technology,Middlesbrough,UK","institution_ids":["https://openalex.org/I874055015"]},{"raw_affiliation_string":"School of Computing and Digital Technology, Teesside University, Middlesbrough, UK","institution_ids":["https://openalex.org/I874055015"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013227916","display_name":"Mohammad Alamgir Hossain","orcid":"https://orcid.org/0000-0002-0159-5419"},"institutions":[{"id":"https://openalex.org/I874055015","display_name":"Teesside University","ror":"https://ror.org/03z28gk75","country_code":"GB","type":"education","lineage":["https://openalex.org/I874055015"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"M. A. Hossain","raw_affiliation_strings":["Teesside University,School of Computing and Digital Technology,Middlesbrough,UK","School of Computing and Digital Technology, Teesside University, Middlesbrough, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Teesside University,School of Computing and Digital Technology,Middlesbrough,UK","institution_ids":["https://openalex.org/I874055015"]},{"raw_affiliation_string":"School of Computing and Digital Technology, Teesside University, Middlesbrough, UK","institution_ids":["https://openalex.org/I874055015"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":41,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9912999868392944,"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":0.9886000156402588,"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/phishing","display_name":"Phishing","score":0.8810684680938721},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.836821436882019},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.788892388343811},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.7232508659362793},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6644737720489502},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.6471710801124573},{"id":"https://openalex.org/keywords/long-short-term-memory","display_name":"Long short term memory","score":0.604094922542572},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5956505537033081},{"id":"https://openalex.org/keywords/frame","display_name":"Frame (networking)","score":0.5933364033699036},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5004994869232178},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4611068367958069},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44480404257774353},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.4114198386669159},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.32837674021720886},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.28274089097976685},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2520126402378082},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.13896140456199646},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.08548358082771301}],"concepts":[{"id":"https://openalex.org/C83860907","wikidata":"https://www.wikidata.org/wiki/Q135005","display_name":"Phishing","level":3,"score":0.8810684680938721},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.836821436882019},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.788892388343811},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.7232508659362793},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6644737720489502},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.6471710801124573},{"id":"https://openalex.org/C133488467","wikidata":"https://www.wikidata.org/wiki/Q6673524","display_name":"Long short term memory","level":4,"score":0.604094922542572},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5956505537033081},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.5933364033699036},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5004994869232178},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4611068367958069},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44480404257774353},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.4114198386669159},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.32837674021720886},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.28274089097976685},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2520126402378082},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.13896140456199646},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.08548358082771301},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/skima47702.2019.8982427","is_oa":false,"landing_page_url":"https://doi.org/10.1109/skima47702.2019.8982427","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 13th International Conference on Software, Knowledge, Information Management and Applications (SKIMA)","raw_type":"proceedings-article"},{"id":"pmh:oai:arro.anglia.ac.uk:705137","is_oa":false,"landing_page_url":"https://arro.anglia.ac.uk/id/eprint/705137/1/SKIMA%20DL%20paper%20final.docx","pdf_url":null,"source":{"id":"https://openalex.org/S4306402145","display_name":"Anglia Ruskin Research Online (Anglia Ruskin University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I51216347","host_organization_name":"Anglia Ruskin University","host_organization_lineage":["https://openalex.org/I51216347"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference or Workshop Item"},{"id":"pmh:oai:figshare.com:article/23764026","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/Deep_Learning_with_Convolutional_Neural_Network_and_Long_Short-Term_Memory_for_Phishing_Detection/23764026","pdf_url":null,"source":{"id":"https://openalex.org/S4306402621","display_name":"INDIGO (University of Illinois at Chicago)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I39422238","host_organization_name":"University of Illinois Chicago","host_organization_lineage":["https://openalex.org/I39422238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference contribution"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/23764026","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/Deep_Learning_with_Convolutional_Neural_Network_and_Long_Short-Term_Memory_for_Phishing_Detection/23764026","pdf_url":null,"source":{"id":"https://openalex.org/S4306402621","display_name":"INDIGO (University of Illinois at Chicago)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I39422238","host_organization_name":"University of Illinois Chicago","host_organization_lineage":["https://openalex.org/I39422238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference contribution"},"sustainable_development_goals":[{"score":0.46000000834465027,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1689711448","https://openalex.org/W1922123711","https://openalex.org/W1998399571","https://openalex.org/W2008064532","https://openalex.org/W2079735306","https://openalex.org/W2307035320","https://openalex.org/W2409050142","https://openalex.org/W2473329891","https://openalex.org/W2546302380","https://openalex.org/W2565516711","https://openalex.org/W2625935159","https://openalex.org/W2751858538","https://openalex.org/W2787538540","https://openalex.org/W2790461029","https://openalex.org/W2893894073","https://openalex.org/W2899992227","https://openalex.org/W2909737018","https://openalex.org/W2952587893","https://openalex.org/W2963340555","https://openalex.org/W6640442106","https://openalex.org/W6698200468","https://openalex.org/W6743889505","https://openalex.org/W6748384357"],"related_works":["https://openalex.org/W4312417841","https://openalex.org/W4321369474","https://openalex.org/W2731899572","https://openalex.org/W3133861977","https://openalex.org/W4200173597","https://openalex.org/W3116150086","https://openalex.org/W2999805992","https://openalex.org/W4380075502","https://openalex.org/W4309639946","https://openalex.org/W3120296212"],"abstract_inverted_index":{"Phishers":[0],"sometimes":[1],"exploit":[2],"users'":[3],"trust":[4],"of":[5,39,49,103],"a":[6,12,50,88],"known":[7],"website's":[8],"appearance":[9],"by":[10],"using":[11],"similar":[13],"page":[14],"that":[15,33,57,95],"looks":[16],"like":[17],"the":[18,31,37,59,78,96],"legitimate":[19],"site.":[20],"In":[21],"recent":[22],"times,":[23],"researchers":[24],"have":[25],"tried":[26],"to":[27,36,86],"identify":[28],"and":[29,47,63,69,77],"classify":[30],"issues":[32],"can":[34],"contribute":[35],"detection":[38,55],"phishing":[40,54],"websites.":[41],"This":[42],"study":[43],"focuses":[44],"on":[45],"design":[46],"development":[48],"deep":[51],"learning":[52],"based":[53],"solution":[56],"leverages":[58],"Universal":[60],"Resource":[61],"Locator":[62],"website":[64],"content":[65],"such":[66],"as":[67],"images":[68],"frame":[70],"elements.":[71],"A":[72],"Convolutional":[73],"Neural":[74],"Network":[75],"(CNN)":[76],"Long":[79],"Short-Term":[80],"Memory":[81],"(LSTM)":[82],"algorithm":[83],"were":[84],"used":[85],"build":[87],"classification":[89],"model.":[90],"The":[91],"experimental":[92],"results":[93],"showed":[94],"proposed":[97],"model":[98],"achieved":[99],"an":[100],"accuracy":[101],"rate":[102],"93.28%.":[104]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
