{"id":"https://openalex.org/W4404628407","doi":"https://doi.org/10.1109/niles63360.2024.10753229","title":"Advanced Phishing Detection in Ethereum Blockchain Transactions Using Machine Learning Models","display_name":"Advanced Phishing Detection in Ethereum Blockchain Transactions Using Machine Learning Models","publication_year":2024,"publication_date":"2024-10-19","ids":{"openalex":"https://openalex.org/W4404628407","doi":"https://doi.org/10.1109/niles63360.2024.10753229"},"language":"en","primary_location":{"id":"doi:10.1109/niles63360.2024.10753229","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/niles63360.2024.10753229","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 6th Novel Intelligent and Leading Emerging Sciences Conference (NILES)","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/A5114754833","display_name":"Mohamed Ibrahim Ragab","orcid":null},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mohamed Ibrahim Ragab","raw_affiliation_strings":["School of Information Technology and Computer Science, Nile University,Giza,Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology and Computer Science, Nile University,Giza,Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114754834","display_name":"Rawan Osama Bakr","orcid":null},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Rawan Osama Bakr","raw_affiliation_strings":["School of Information Technology and Computer Science, Nile University,Giza,Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology and Computer Science, Nile University,Giza,Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086270613","display_name":"Heba K. Aslan","orcid":"https://orcid.org/0000-0002-0821-5378"},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Heba Kamal Aslan","raw_affiliation_strings":["School of Information Technology and Computer Science, Nile University,Giza,Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology and Computer Science, Nile University,Giza,Egypt","institution_ids":["https://openalex.org/I57629906"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I57629906"],"apc_list":null,"apc_paid":null,"fwci":1.3511,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.86871848,"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":"331","last_page":"336"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9954000115394592,"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9954000115394592,"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/T11644","display_name":"Spam and Phishing Detection","score":0.9771999716758728,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9473000168800354,"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/blockchain","display_name":"Blockchain","score":0.9377877116203308},{"id":"https://openalex.org/keywords/phishing","display_name":"Phishing","score":0.8037903308868408},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.710175096988678},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3956400752067566},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.23080968856811523},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.10575491189956665}],"concepts":[{"id":"https://openalex.org/C2779687700","wikidata":"https://www.wikidata.org/wiki/Q20514253","display_name":"Blockchain","level":2,"score":0.9377877116203308},{"id":"https://openalex.org/C83860907","wikidata":"https://www.wikidata.org/wiki/Q135005","display_name":"Phishing","level":3,"score":0.8037903308868408},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.710175096988678},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3956400752067566},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.23080968856811523},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.10575491189956665}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/niles63360.2024.10753229","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/niles63360.2024.10753229","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 6th Novel Intelligent and Leading Emerging Sciences Conference (NILES)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4210406818","https://openalex.org/W4306779889","https://openalex.org/W3048554917","https://openalex.org/W3211706803","https://openalex.org/W4382775358","https://openalex.org/W4246942721","https://openalex.org/W3209862047"],"abstract_inverted_index":{"Deceptive":[0],"phishing":[1,71,100,138],"attacks":[2],"greatly":[3],"endanger":[4],"blockchain":[5,145],"security,":[6],"tricking":[7],"miners":[8,30],"into":[9],"adding":[10],"harmful":[11],"blocks":[12],"to":[13,69,121],"the":[14,36,42,90,96,125,130,142],"chain.":[15],"Current":[16],"methods":[17,78],"of":[18,44,144],"detection":[19,40],"and":[20,67,85,113,135],"agreement":[21],"protocols":[22],"are":[23],"frequently":[24],"not":[25],"enough,":[26],"especially":[27],"if":[28],"authorized":[29],"accidentally":[31],"include":[32],"these":[33],"blocks.":[34],"Despite":[35],"potential":[37],"for":[38,99,133],"improving":[39],"capabilities,":[41],"adoption":[43],"zero-trust":[45],"policies":[46],"is":[47],"still":[48],"restricted.":[49],"This":[50],"paper":[51],"explores":[52],"different":[53],"machine":[54],"learning":[55],"techniques,":[56],"like":[57],"k-Nearest":[58],"Neighbors":[59],"(k-NN),":[60],"Decision":[61,86],"Trees":[62],"(DT),":[63],"Random":[64,91],"Forest":[65,92],"(RF),":[66],"XGBoost,":[68],"predict":[70],"attacks.":[72],"It":[73],"also":[74],"evaluates":[75],"feature":[76],"selection":[77],"such":[79,108],"as":[80,95,109,129],"Principal":[81],"Component":[82],"Analysis":[83],"(PCA)":[84],"Trees,":[87],"ultimately":[88],"recommending":[89],"(RF)":[93],"model":[94,127],"most":[97],"effective":[98],"detection.":[101],"The":[102],"RF":[103,126],"model,":[104],"assessed":[105],"using":[106],"metrics":[107],"accuracy,":[110],"precision,":[111],"recall,":[112],"evaluation":[114],"time,":[115],"demonstrates":[116],"superior":[117],"performance,":[118],"achieving":[119],"up":[120],"99%":[122],"accuracy.":[123],"Consequently,":[124],"emerges":[128],"optimal":[131],"choice":[132],"accurately":[134],"efficiently":[136],"identifying":[137],"threats,":[139],"thereby":[140],"enhancing":[141],"security":[143],"networks.":[146]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}