{"id":"https://openalex.org/W4378976754","doi":"https://doi.org/10.1109/icai58407.2023.10136647","title":"ML-IBotD: Machine Learning based Intelligent Botnet Detection","display_name":"ML-IBotD: Machine Learning based Intelligent Botnet Detection","publication_year":2023,"publication_date":"2023-02-22","ids":{"openalex":"https://openalex.org/W4378976754","doi":"https://doi.org/10.1109/icai58407.2023.10136647"},"language":"en","primary_location":{"id":"doi:10.1109/icai58407.2023.10136647","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icai58407.2023.10136647","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 3rd International Conference on Artificial Intelligence (ICAI)","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/A5091210635","display_name":"Sobia Arshad","orcid":null},"institutions":[{"id":"https://openalex.org/I173207729","display_name":"University of Engineering and Technology Taxila","ror":"https://ror.org/03v00ka07","country_code":"PK","type":"education","lineage":["https://openalex.org/I173207729"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Sobia Arshad","raw_affiliation_strings":["NCCS, UET,DPI Lab,Taxila","DPI Lab, NCCS, UET, Taxila"],"affiliations":[{"raw_affiliation_string":"NCCS, UET,DPI Lab,Taxila","institution_ids":["https://openalex.org/I173207729"]},{"raw_affiliation_string":"DPI Lab, NCCS, UET, Taxila","institution_ids":["https://openalex.org/I173207729"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044962603","display_name":"Rida Zanib","orcid":null},"institutions":[{"id":"https://openalex.org/I173207729","display_name":"University of Engineering and Technology Taxila","ror":"https://ror.org/03v00ka07","country_code":"PK","type":"education","lineage":["https://openalex.org/I173207729"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Rida Zanib","raw_affiliation_strings":["NCCS, UET,DPI Lab,Taxila","DPI Lab, NCCS, UET, Taxila"],"affiliations":[{"raw_affiliation_string":"NCCS, UET,DPI Lab,Taxila","institution_ids":["https://openalex.org/I173207729"]},{"raw_affiliation_string":"DPI Lab, NCCS, UET, Taxila","institution_ids":["https://openalex.org/I173207729"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071229536","display_name":"Adeel Akram","orcid":"https://orcid.org/0000-0003-0260-0088"},"institutions":[{"id":"https://openalex.org/I173207729","display_name":"University of Engineering and Technology Taxila","ror":"https://ror.org/03v00ka07","country_code":"PK","type":"education","lineage":["https://openalex.org/I173207729"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Adeel Akram","raw_affiliation_strings":["NCCS, UET,DPI Lab,Taxila","DPI Lab, NCCS, UET, Taxila"],"affiliations":[{"raw_affiliation_string":"NCCS, UET,DPI Lab,Taxila","institution_ids":["https://openalex.org/I173207729"]},{"raw_affiliation_string":"DPI Lab, NCCS, UET, Taxila","institution_ids":["https://openalex.org/I173207729"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090783863","display_name":"Ali Haider","orcid":null},"institutions":[{"id":"https://openalex.org/I160968435","display_name":"University of Sargodha","ror":"https://ror.org/0086rpr26","country_code":"PK","type":"education","lineage":["https://openalex.org/I160968435"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Ali Haider","raw_affiliation_strings":["University of Sargodha,CS &#x0026; IT Department"],"affiliations":[{"raw_affiliation_string":"University of Sargodha,CS &#x0026; IT Department","institution_ids":["https://openalex.org/I160968435"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113280119","display_name":"Talha Saeed","orcid":null},"institutions":[{"id":"https://openalex.org/I173207729","display_name":"University of Engineering and Technology Taxila","ror":"https://ror.org/03v00ka07","country_code":"PK","type":"education","lineage":["https://openalex.org/I173207729"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Talha Saeed","raw_affiliation_strings":["NCCS, UET,DPI Lab,Taxila","DPI Lab, NCCS, UET, Taxila"],"affiliations":[{"raw_affiliation_string":"NCCS, UET,DPI Lab,Taxila","institution_ids":["https://openalex.org/I173207729"]},{"raw_affiliation_string":"DPI Lab, NCCS, UET, Taxila","institution_ids":["https://openalex.org/I173207729"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101270374","display_name":"Muhammad Shaheem Raza","orcid":null},"institutions":[{"id":"https://openalex.org/I173207729","display_name":"University of Engineering and Technology Taxila","ror":"https://ror.org/03v00ka07","country_code":"PK","type":"education","lineage":["https://openalex.org/I173207729"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Shaheem Raza","raw_affiliation_strings":["NCCS, UET,DPI Lab,Taxila","DPI Lab, NCCS, UET, Taxila"],"affiliations":[{"raw_affiliation_string":"NCCS, UET,DPI Lab,Taxila","institution_ids":["https://openalex.org/I173207729"]},{"raw_affiliation_string":"DPI Lab, NCCS, UET, Taxila","institution_ids":["https://openalex.org/I173207729"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5091210635"],"corresponding_institution_ids":["https://openalex.org/I173207729"],"apc_list":null,"apc_paid":null,"fwci":0.6027,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.66911196,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"214","last_page":"219"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":1.0,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9991999864578247,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9987999796867371,"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/botnet","display_name":"Botnet","score":0.9772830009460449},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7878993153572083},{"id":"https://openalex.org/keywords/phishing","display_name":"Phishing","score":0.7668006420135498},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6708595156669617},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.6421857476234436},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6256788969039917},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6173758506774902},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5890887975692749},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.4824233949184418},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4334411025047302},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1272176206111908}],"concepts":[{"id":"https://openalex.org/C22735295","wikidata":"https://www.wikidata.org/wiki/Q317671","display_name":"Botnet","level":3,"score":0.9772830009460449},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7878993153572083},{"id":"https://openalex.org/C83860907","wikidata":"https://www.wikidata.org/wiki/Q135005","display_name":"Phishing","level":3,"score":0.7668006420135498},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6708595156669617},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.6421857476234436},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6256788969039917},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6173758506774902},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5890887975692749},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.4824233949184418},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4334411025047302},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1272176206111908}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icai58407.2023.10136647","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icai58407.2023.10136647","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 3rd International Conference on Artificial Intelligence (ICAI)","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":16,"referenced_works":["https://openalex.org/W1534477342","https://openalex.org/W1596717185","https://openalex.org/W2125283600","https://openalex.org/W2460632868","https://openalex.org/W2789828921","https://openalex.org/W2897317705","https://openalex.org/W2912707296","https://openalex.org/W2937274810","https://openalex.org/W2980038013","https://openalex.org/W3185559688","https://openalex.org/W3197602514","https://openalex.org/W4225766294","https://openalex.org/W4280507621","https://openalex.org/W4283317482","https://openalex.org/W4290998445","https://openalex.org/W6838447745"],"related_works":["https://openalex.org/W2771198651","https://openalex.org/W3005900565","https://openalex.org/W2517209920","https://openalex.org/W2066689719","https://openalex.org/W4226426153","https://openalex.org/W2313847479","https://openalex.org/W2091361763","https://openalex.org/W1926916177","https://openalex.org/W3097920715","https://openalex.org/W36313081"],"abstract_inverted_index":{"With":[0],"the":[1,23,33,40,84,87,99,102,114,151,181],"advancements":[2],"in":[3,14,22,74,113],"communication":[4],"technologies,":[5],"an":[6,80,110],"abundance":[7],"of":[8,17,25,29,42,116,130,137,160,171],"smart":[9],"devices":[10],"and":[11,143,164],"internet-based":[12],"applications":[13],"every":[15],"walk":[16],"human":[18],"life":[19],"has":[20],"resulted":[21],"production":[24],"a":[26,68,128,168],"huge":[27,65],"number":[28,41],"data":[30],"transmissions":[31],"over":[32],"internet.":[34,85],"In":[35,86,123,153],"line":[36],"with":[37,120,180],"this":[38,124,154],"emergence,":[39],"cybersecurity":[43],"attacks":[44,51,61,119],"is":[45,108,178],"also":[46],"rising.":[47],"Among":[48],"notable":[49,121],"network":[50,75,118],"like":[52],"mal":[53],"ware,":[54],"phishing,":[55],"etc.,":[56],"we":[57,126,156],"focused":[58],"on":[59,67,167],"botnet":[60,72],"which":[62,77],"can":[63],"cause":[64],"damage":[66],"large":[69],"scale":[70],"because":[71],"works":[73],"form":[76],"appears":[78],"as":[79,95],"adverse":[81],"risk":[82],"for":[83],"botnet,":[88],"there":[89],"are":[90,141,148],"many":[91],"compromised":[92],"systems":[93],"known":[94],"bots":[96],"controlled":[97],"by":[98],"botmaster.":[100],"On":[101],"other":[103],"hand,":[104],"Machine":[105],"Learning":[106],"(ML)":[107],"playing":[109],"important":[111],"role":[112],"detection":[115],"such":[117],"accuracy.":[122],"paper,":[125,155],"select":[127],"dataset":[129,170],"CIC-IDS2017":[131],"due":[132],"to":[133],"its":[134],"real":[135,169],"interpretation":[136],"botnets.":[138],"Then":[139],"flows":[140],"extracted":[142],"then":[144],"relevant":[145],"four":[146,158],"features":[147],"selected":[149],"from":[150],"flows.":[152],"apply":[157],"classifiers":[159],"SVM,":[161],"KNN,":[162],"DT,":[163],"Ensemble":[165,182],"classifier":[166],"CIC-IDS2017.":[172],"The":[173],"highest":[174],"achieved":[175],"testing":[176],"accuracy":[177],"99.56%":[179],"classifier.":[183]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
