{"id":"https://openalex.org/W4400276852","doi":"https://doi.org/10.1109/icoin59985.2024.10572207","title":"Malicious URL and Intrusion Detection using Machine Learning","display_name":"Malicious URL and Intrusion Detection using Machine Learning","publication_year":2024,"publication_date":"2024-01-17","ids":{"openalex":"https://openalex.org/W4400276852","doi":"https://doi.org/10.1109/icoin59985.2024.10572207"},"language":"en","primary_location":{"id":"doi:10.1109/icoin59985.2024.10572207","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icoin59985.2024.10572207","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Information Networking (ICOIN)","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/A5029743241","display_name":"Amr Hamza","orcid":null},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Amr Hamza","raw_affiliation_strings":["American University of Sharjah,Department of Computer Science and Engineering,Sharjah,UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"American University of Sharjah,Department of Computer Science and Engineering,Sharjah,UAE","institution_ids":["https://openalex.org/I199440890"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099980917","display_name":"Farah Hammam","orcid":null},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Farah Hammam","raw_affiliation_strings":["American University of Sharjah,Department of Computer Science and Engineering,Sharjah,UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"American University of Sharjah,Department of Computer Science and Engineering,Sharjah,UAE","institution_ids":["https://openalex.org/I199440890"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099980918","display_name":"Medhat Abouzeid","orcid":null},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Medhat Abouzeid","raw_affiliation_strings":["American University of Sharjah,Department of Computer Science and Engineering,Sharjah,UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"American University of Sharjah,Department of Computer Science and Engineering,Sharjah,UAE","institution_ids":["https://openalex.org/I199440890"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113276411","display_name":"Mohammad Arsalan Ahmed","orcid":null},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohammad Arsalan Ahmed","raw_affiliation_strings":["American University of Sharjah,Department of Computer Science and Engineering,Sharjah,UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"American University of Sharjah,Department of Computer Science and Engineering,Sharjah,UAE","institution_ids":["https://openalex.org/I199440890"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002516404","display_name":"Salam Dhou","orcid":"https://orcid.org/0000-0002-8143-6417"},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Salam Dhou","raw_affiliation_strings":["American University of Sharjah,Department of Computer Science and Engineering,Sharjah,UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"American University of Sharjah,Department of Computer Science and Engineering,Sharjah,UAE","institution_ids":["https://openalex.org/I199440890"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066105108","display_name":"Fadi Aloul","orcid":"https://orcid.org/0000-0001-5129-7789"},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Fadi Aloul","raw_affiliation_strings":["American University of Sharjah,Department of Computer Science and Engineering,Sharjah,UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"American University of Sharjah,Department of Computer Science and Engineering,Sharjah,UAE","institution_ids":["https://openalex.org/I199440890"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.5162,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.95882275,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"795","last_page":"800"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":1.0,"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":1.0,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9984999895095825,"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":0.8216416835784912},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.7367516160011292},{"id":"https://openalex.org/keywords/intrusion-prevention-system","display_name":"Intrusion prevention system","score":0.4787699282169342},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.43520963191986084},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.3244878947734833}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8216416835784912},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.7367516160011292},{"id":"https://openalex.org/C27061796","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion prevention system","level":3,"score":0.4787699282169342},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.43520963191986084},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.3244878947734833}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icoin59985.2024.10572207","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icoin59985.2024.10572207","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Information Networking (ICOIN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1977838479","https://openalex.org/W1984438447","https://openalex.org/W2121990650","https://openalex.org/W2132923296","https://openalex.org/W2146729596","https://openalex.org/W2588813228","https://openalex.org/W2897120700","https://openalex.org/W2962910311","https://openalex.org/W3086769011","https://openalex.org/W3126122527","https://openalex.org/W3217186564","https://openalex.org/W4200587910","https://openalex.org/W4242293569","https://openalex.org/W4308121386","https://openalex.org/W6601016221"],"related_works":["https://openalex.org/W2392603527","https://openalex.org/W2390009783","https://openalex.org/W2348767155","https://openalex.org/W1513478798","https://openalex.org/W2388497169","https://openalex.org/W4283700121","https://openalex.org/W1496376327","https://openalex.org/W2357468538","https://openalex.org/W3120393658","https://openalex.org/W4300599821"],"abstract_inverted_index":{"Cyberattacks":[0],"are":[1],"becoming":[2],"increasingly":[3],"sophisticated":[4],"and":[5,19,42,44,62,85,103,122,131,182],"evolving":[6],"danger":[7],"to":[8,32,71,114,176],"the":[9,14,73,109,126,135,147,150,167],"Web":[10],"users.":[11],"Therefore,":[12],"addressing":[13],"growing":[15],"threat":[16],"of":[17,28,82,93,162,169],"cyberattacks":[18],"providing":[20],"automated":[21],"solutions":[22],"became":[23],"a":[24],"necessity.":[25],"The":[26,76,87],"purpose":[27],"this":[29],"paper":[30,165],"is":[31],"use":[33],"machine":[34],"learning":[35],"(ML)":[36],"techniques":[37,171],"for":[38,138,156],"malicious":[39,140],"websites":[40],"detection":[41],"classification,":[43],"intrusion":[45,96,123,157],"detection.":[46,124],"Different":[47],"ML":[48,74,110,170],"algorithms":[49,111],"were":[50,69,112],"applied,":[51],"namely":[52],"Decision":[53],"Tree":[54],"(DT),":[55],"K-Nearest":[56],"Neighbors":[57],"(KNN),":[58],"Naive":[59],"Bayes":[60],"(NB)":[61],"Support":[63],"Vector":[64],"Machine":[65],"(SVM).":[66],"Two":[67],"datasets":[68],"utilized":[70],"train":[72],"models.":[75],"first":[77,127],"dataset":[78,89],"contains":[79],"two":[80],"classes":[81,92],"websites:":[83],"\u201cmalicious\u201d":[84],"\u201cbenign\u201d.":[86],"second":[88,148],"has":[90],"six":[91],"different":[94],"network":[95],"cyber-attacks:":[97],"\u201cnormal\u201d,":[98],"\u201cblackhole\u201d,":[99],"\"TCP-SYN\",":[100],"\u201cPortScan\u201d,":[101],"\u201cDiversion\u201d,":[102],"\u201cOverflow\u201d.":[104],"Experimental":[105],"results":[106],"demonstrated":[107],"that":[108],"able":[113],"achieve":[115],"high":[116],"accuracy":[117,161],"in":[118,180],"predicting":[119],"website":[120],"maliciousness":[121],"Using":[125,146],"dataset,":[128,149],"DT":[129,151],"KNN,":[130],"SVM":[132],"classifiers":[133],"exhibited":[134],"best":[136],"performance":[137],"detecting":[139,181],"URLs":[141],"with":[142],"accuracies":[143],"over":[144],"99%.":[145],"classifier":[152],"proved":[153],"most":[154],"suitable":[155],"detection,":[158],"achieving":[159],"an":[160],"95%.":[163],"This":[164],"suggests":[166],"integration":[168],"into":[172],"online":[173],"security":[174],"systems":[175],"enhance":[177],"their":[178],"efficacy":[179],"preventing":[183],"cyber":[184],"threats.":[185]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
