{"id":"https://openalex.org/W4401496888","doi":"https://doi.org/10.1142/s0219649224500862","title":"Detection and Classification of Network Traffic in Bot Network Using Deep Learning","display_name":"Detection and Classification of Network Traffic in Bot Network Using Deep Learning","publication_year":2024,"publication_date":"2024-08-09","ids":{"openalex":"https://openalex.org/W4401496888","doi":"https://doi.org/10.1142/s0219649224500862"},"language":"en","primary_location":{"id":"doi:10.1142/s0219649224500862","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219649224500862","pdf_url":null,"source":{"id":"https://openalex.org/S30163770","display_name":"Journal of Information & Knowledge Management","issn_l":"0219-6492","issn":["0219-6492","1793-6926"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information & Knowledge Management","raw_type":"journal-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/A5086120469","display_name":"K. Srinarayani","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"K. Srinarayani","raw_affiliation_strings":["Department of Computer Science and Engineering, Easwari Engineering College, Ramapuram, Chennai 600089, India"],"raw_orcid":"https://orcid.org/0009-0002-1729-8109","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Easwari Engineering College, Ramapuram, Chennai 600089, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060365270","display_name":"B. Padmavathi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"B. Padmavathi","raw_affiliation_strings":["Department of Computer Science and Engineering, Easwari Engineering College, Ramapuram, Chennai 600089, India"],"raw_orcid":"https://orcid.org/0000-0001-5465-6986","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Easwari Engineering College, Ramapuram, Chennai 600089, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070131916","display_name":"D. Kavitha","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kavitha Datchanamoorthy","raw_affiliation_strings":["Department of Computer Science and Engineering, Easwari Engineering College, Ramapuram, Chennai 600089, India"],"raw_orcid":"https://orcid.org/0000-0002-8483-6037","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Easwari Engineering College, Ramapuram, Chennai 600089, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078156914","display_name":"T. Saraswathi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"T. Saraswathi","raw_affiliation_strings":["Department of Information Technology, Easwari Engineering College, Ramapuram, Chennai 600089, India"],"raw_orcid":"https://orcid.org/0000-0003-1095-9015","affiliations":[{"raw_affiliation_string":"Department of Information Technology, Easwari Engineering College, Ramapuram, Chennai 600089, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060670982","display_name":"S. Maheswari","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"S. Maheswari","raw_affiliation_strings":["Department of Computer Science and Engineering, Easwari Engineering College, Ramapuram, Chennai 600089, India"],"raw_orcid":"https://orcid.org/0009-0004-9765-3645","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Easwari Engineering College, Ramapuram, Chennai 600089, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5094084776","display_name":"R. Fatima Vincy","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"R. Fatima Vincy","raw_affiliation_strings":["Department of Computer Science and Engineering, Easwari Engineering College, Ramapuram, Chennai 600089, India"],"raw_orcid":"https://orcid.org/0009-0002-8505-3138","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Easwari Engineering College, Ramapuram, Chennai 600089, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5086120469"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13471654,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"23","issue":"06","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9962000250816345,"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":0.9962000250816345,"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":0.9706000089645386,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9695000052452087,"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":0.7412198781967163},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5806384086608887},{"id":"https://openalex.org/keywords/traffic-classification","display_name":"Traffic classification","score":0.537781298160553},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5365989208221436},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.478643536567688},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.32125622034072876},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2457050383090973},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.15853631496429443}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7412198781967163},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5806384086608887},{"id":"https://openalex.org/C169988225","wikidata":"https://www.wikidata.org/wiki/Q7832484","display_name":"Traffic classification","level":3,"score":0.537781298160553},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5365989208221436},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.478643536567688},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32125622034072876},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2457050383090973},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.15853631496429443}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1142/s0219649224500862","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219649224500862","pdf_url":null,"source":{"id":"https://openalex.org/S30163770","display_name":"Journal of Information & Knowledge Management","issn_l":"0219-6492","issn":["0219-6492","1793-6926"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information & Knowledge Management","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:wsi:jikmxx:v:23:y:2024:i:06:n:s0219649224500862","is_oa":false,"landing_page_url":"http://www.worldscientific.com/doi/abs/10.1142/S0219649224500862","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.6600000262260437,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W2528827134","https://openalex.org/W2581659146","https://openalex.org/W2584961495","https://openalex.org/W2799897782","https://openalex.org/W2805735600","https://openalex.org/W2805972670","https://openalex.org/W2806893345","https://openalex.org/W2807741105","https://openalex.org/W2891639424","https://openalex.org/W2901120873","https://openalex.org/W2901845130","https://openalex.org/W2965066783","https://openalex.org/W2965585644","https://openalex.org/W2969295985","https://openalex.org/W2996453059","https://openalex.org/W3102772351","https://openalex.org/W3128098287","https://openalex.org/W3129339224","https://openalex.org/W3160194885","https://openalex.org/W3179338414","https://openalex.org/W3187581118","https://openalex.org/W3192934583","https://openalex.org/W3197602514","https://openalex.org/W3198703695","https://openalex.org/W4210995860","https://openalex.org/W4230861824","https://openalex.org/W4281645641","https://openalex.org/W4281869477","https://openalex.org/W4290998445","https://openalex.org/W4293192713","https://openalex.org/W4294892104","https://openalex.org/W4309675595","https://openalex.org/W4310173392","https://openalex.org/W4312967791","https://openalex.org/W4319777680","https://openalex.org/W4366978855"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W2961085424","https://openalex.org/W3215138031","https://openalex.org/W4306674287","https://openalex.org/W3009238340","https://openalex.org/W4321369474","https://openalex.org/W4360585206","https://openalex.org/W4285208911","https://openalex.org/W3046775127","https://openalex.org/W3082895349"],"abstract_inverted_index":{"One":[0],"of":[1,12,27,35,54,60,77,84,95],"the":[2,10,58,93,124,142],"most":[3],"dangerous":[4],"threats":[5],"to":[6,117,121,144],"computer":[7],"networks":[8,26,116],"is":[9,37,74],"use":[11],"botnets,":[13],"which":[14,150],"can":[15,65,151],"seriously":[16],"harm":[17],"systems":[18],"and":[19,62,104,113],"steal":[20],"private":[21],"data.":[22],"They":[23],"are":[24,45],"remote-controlled":[25],"compromised":[28],"computers":[29,44],"that":[30,81],"an":[31],"individual":[32],"or":[33,49],"group":[34],"individuals":[36],"using":[38,69],"for":[39],"malicious":[40,55],"purposes.":[41],"These":[42],"infected":[43],"frequently":[46],"called":[47],"\u201cbots\u201d":[48],"\u201czombies\u201d.":[50],"A":[51],"wide":[52],"variety":[53],"activities,":[56],"including":[57],"distribution":[59],"malware":[61],"credential":[63],"theft,":[64],"be":[66],"carried":[67],"out":[68],"botnets.":[70,119],"The":[71],"CTU-13":[72],"dataset":[73],"a":[75,105,134],"collection":[76],"network":[78],"traffic":[79,148],"information":[80],"includes":[82],"examples":[83],"various":[85],"botnet":[86,147,157],"types.":[87],"Using":[88],"this,":[89],"our":[90,122],"study":[91],"compares":[92],"abilities":[94],"decision":[96],"trees,":[97],"random":[98],"forests,":[99],"1D":[100],"convolutional":[101],"neural":[102,115],"networks,":[103],"proposed":[106],"system":[107,126,140],"based":[108],"on":[109],"long":[110],"short-term":[111],"memory":[112],"residual":[114],"detect":[118],"According":[120],"findings,":[123],"suggested":[125,139],"performs":[127],"better":[128],"than":[129],"every":[130],"other":[131],"algorithm,":[132],"achieving":[133],"higher":[135],"accuracy":[136],"rate.":[137],"Our":[138],"has":[141],"ability":[143],"precisely":[145],"identify":[146],"patterns,":[149],"assist":[152],"organisations":[153],"in":[154],"proactively":[155],"preventing":[156],"attacks.":[158]},"counts_by_year":[],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}