{"id":"https://openalex.org/W4392408397","doi":"https://doi.org/10.1109/icsc58660.2023.10449834","title":"A Classification Model For Phishing Detection System Based On Machine Learning Algorithms","display_name":"A Classification Model For Phishing Detection System Based On Machine Learning Algorithms","publication_year":2023,"publication_date":"2023-12-18","ids":{"openalex":"https://openalex.org/W4392408397","doi":"https://doi.org/10.1109/icsc58660.2023.10449834"},"language":"en","primary_location":{"id":"doi:10.1109/icsc58660.2023.10449834","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsc58660.2023.10449834","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 11th International Conference on Systems and Control (ICSC)","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/A5094057961","display_name":"Rafea.M. Almejrab","orcid":null},"institutions":[{"id":"https://openalex.org/I31439502","display_name":"University of Benghazi","ror":"https://ror.org/03fh7t044","country_code":"LY","type":"education","lineage":["https://openalex.org/I31439502"]}],"countries":["LY"],"is_corresponding":true,"raw_author_name":"Rafea.M. Almejrab","raw_affiliation_strings":["College of Computer Technology,Benghazi,Libya","College of Computer Technology, Benghazi, Libya"],"affiliations":[{"raw_affiliation_string":"College of Computer Technology,Benghazi,Libya","institution_ids":["https://openalex.org/I31439502"]},{"raw_affiliation_string":"College of Computer Technology, Benghazi, Libya","institution_ids":["https://openalex.org/I31439502"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009788292","display_name":"Omar M. Sallabi","orcid":"https://orcid.org/0000-0003-4996-1390"},"institutions":[{"id":"https://openalex.org/I31439502","display_name":"University of Benghazi","ror":"https://ror.org/03fh7t044","country_code":"LY","type":"education","lineage":["https://openalex.org/I31439502"]}],"countries":["LY"],"is_corresponding":false,"raw_author_name":"Omar M. Sallabi","raw_affiliation_strings":["The University of Benghazi,Benghazi,Libya","The University of Benghazi, Benghazi, Libya"],"affiliations":[{"raw_affiliation_string":"The University of Benghazi,Benghazi,Libya","institution_ids":["https://openalex.org/I31439502"]},{"raw_affiliation_string":"The University of Benghazi, Benghazi, Libya","institution_ids":["https://openalex.org/I31439502"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094057962","display_name":"Fawzi Faragg Bushaala","orcid":null},"institutions":[{"id":"https://openalex.org/I31439502","display_name":"University of Benghazi","ror":"https://ror.org/03fh7t044","country_code":"LY","type":"education","lineage":["https://openalex.org/I31439502"]}],"countries":["LY"],"is_corresponding":false,"raw_author_name":"Fawzi Faragg Bushaala","raw_affiliation_strings":["College of Computer Technology,Benghazi,Libya","College of Computer Technology, Benghazi, Libya"],"affiliations":[{"raw_affiliation_string":"College of Computer Technology,Benghazi,Libya","institution_ids":["https://openalex.org/I31439502"]},{"raw_affiliation_string":"College of Computer Technology, Benghazi, Libya","institution_ids":["https://openalex.org/I31439502"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025035770","display_name":"Abdelgader Bubaker Said Altajori","orcid":null},"institutions":[{"id":"https://openalex.org/I31439502","display_name":"University of Benghazi","ror":"https://ror.org/03fh7t044","country_code":"LY","type":"education","lineage":["https://openalex.org/I31439502"]}],"countries":["LY"],"is_corresponding":false,"raw_author_name":"Abdelgader Bubaker Said Altajori","raw_affiliation_strings":["College of Computer Technology,Benghazi,Libya","College of Computer Technology, Benghazi, Libya"],"affiliations":[{"raw_affiliation_string":"College of Computer Technology,Benghazi,Libya","institution_ids":["https://openalex.org/I31439502"]},{"raw_affiliation_string":"College of Computer Technology, Benghazi, Libya","institution_ids":["https://openalex.org/I31439502"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047173728","display_name":"Abdelhafid Ali Mohamed","orcid":"https://orcid.org/0000-0001-8119-334X"},"institutions":[{"id":"https://openalex.org/I31439502","display_name":"University of Benghazi","ror":"https://ror.org/03fh7t044","country_code":"LY","type":"education","lineage":["https://openalex.org/I31439502"]}],"countries":["LY"],"is_corresponding":false,"raw_author_name":"Abdelhafid Ali Mohamed","raw_affiliation_strings":["College of Computer Technology,Benghazi,Libya","College of Computer Technology, Benghazi, Libya"],"affiliations":[{"raw_affiliation_string":"College of Computer Technology,Benghazi,Libya","institution_ids":["https://openalex.org/I31439502"]},{"raw_affiliation_string":"College of Computer Technology, Benghazi, Libya","institution_ids":["https://openalex.org/I31439502"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5094057961"],"corresponding_institution_ids":["https://openalex.org/I31439502"],"apc_list":null,"apc_paid":null,"fwci":0.9178,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.82461607,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"131","last_page":"135"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":0.8422999978065491,"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":0.8422999978065491,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.7382000088691711,"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":0.7333347797393799},{"id":"https://openalex.org/keywords/phishing","display_name":"Phishing","score":0.7301846742630005},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5025732517242432},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48743298649787903},{"id":"https://openalex.org/keywords/statistical-classification","display_name":"Statistical classification","score":0.4425317943096161},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.33906424045562744},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.14202430844306946},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1024591326713562}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7333347797393799},{"id":"https://openalex.org/C83860907","wikidata":"https://www.wikidata.org/wiki/Q135005","display_name":"Phishing","level":3,"score":0.7301846742630005},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5025732517242432},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48743298649787903},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.4425317943096161},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.33906424045562744},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.14202430844306946},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1024591326713562}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icsc58660.2023.10449834","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsc58660.2023.10449834","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 11th International Conference on Systems and Control (ICSC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4399999976158142,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W298402441","https://openalex.org/W1510540210","https://openalex.org/W1990844260","https://openalex.org/W2011211026","https://openalex.org/W2013280855","https://openalex.org/W2093108064","https://openalex.org/W2097958165","https://openalex.org/W2117389080","https://openalex.org/W2136298054","https://openalex.org/W2139565456","https://openalex.org/W2163764145","https://openalex.org/W2245177186","https://openalex.org/W2518265829","https://openalex.org/W2596068489","https://openalex.org/W2808332184","https://openalex.org/W2906351126","https://openalex.org/W2912714672","https://openalex.org/W2914801588","https://openalex.org/W2990452082","https://openalex.org/W2993820083","https://openalex.org/W3158304349","https://openalex.org/W4244781008","https://openalex.org/W4280569680","https://openalex.org/W4312505936","https://openalex.org/W4383333892","https://openalex.org/W6677244955","https://openalex.org/W6757841265"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347","https://openalex.org/W4210805261"],"abstract_inverted_index":{"Recently,":[0],"phishing":[1,22,40,45,69,132],"attacks":[2],"have":[3,107],"risen":[4],"to":[5,31,51,61],"the":[6,9,18,36,63,84,109,116],"top":[7,64],"of":[8,39,75,113,120],"social":[10],"engineering":[11],"assaults":[12],"that":[13,125],"affect":[14],"organizations,":[15],"governments,":[16],"and":[17,101,115],"general":[19],"public.":[20],"A":[21],"assault":[23],"cost":[24],"roughly":[25],"$1.5":[26],"billion":[27],"in":[28],"2012,":[29],"according":[30],"an":[32],"internet":[33],"analysis.":[34],"As":[35],"worldwide":[37],"impact":[38],"attempts":[41],"grows,":[42],"more":[43],"effective":[44],"detection":[46,71],"systems":[47],"will":[48],"be":[49],"required":[50],"combat":[52],"this":[53],"threat.":[54],"This":[55,87],"paper":[56],"has":[57],"examined":[58],"six":[59],"classifiers":[60,67],"identify":[62],"machine":[65],"learning":[66],"for":[68,131],"attack":[70,133],"from":[72,78,83],"a":[73,128],"dataset":[74],"48":[76],"features":[77],"5000":[79],"legitimate":[80],"websites":[81],"retrieved":[82],"Kaggle":[85],"repository.":[86],"work":[88],"is":[89,127],"implemented":[90],"using":[91],"CatBoostClassifier":[92],"(CB).,":[93],"light":[94],"gradient-boostingmachineClassifier(LGBM).,":[95],"eXtremeGradientBoosting":[96],"(XGB),":[97],"GradientBoostingClassifier":[98],"(GBA),":[99],"AdaBoostClassifier":[100],"RandomForestClassifier":[102],"(RF)":[103],"algorithms.":[104],"The":[105,122],"algorithms":[106],"achieved":[108],"XGBClassifier's":[110],"accuracy":[111],"result":[112,119],"99.05%":[114],"highest":[117],"f1-core":[118],"99.0331%.":[121],"outcomes":[123],"show":[124],"XGBClassifier":[126],"reliable":[129],"classifier":[130],"detection.":[134]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}