{"id":"https://openalex.org/W4392902345","doi":"https://doi.org/10.1109/access.2024.3378271","title":"Exploring Traffic Patterns Through Network Programmability: Introducing SDNFLow, a Comprehensive OpenFlow-Based Statistics Dataset for Attack Detection","display_name":"Exploring Traffic Patterns Through Network Programmability: Introducing SDNFLow, a Comprehensive OpenFlow-Based Statistics Dataset for Attack Detection","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4392902345","doi":"https://doi.org/10.1109/access.2024.3378271"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3378271","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3378271","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10473999.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10473999.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055991100","display_name":"Jorge Buzzio-Garc\u00eda","orcid":"https://orcid.org/0000-0003-4163-773X"},"institutions":[{"id":"https://openalex.org/I62520931","display_name":"National University of Engineering","ror":"https://ror.org/006v63s16","country_code":"PE","type":"education","lineage":["https://openalex.org/I62520931"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Jorge Buzzio-Garc\u00eda","raw_affiliation_strings":["Instituto Nacional de Investigaci&#x00F3;n y Capacitaci&#x00F3;n de Telecomunicaciones de la Universidad Nacional de Ingenier&#x00ED;a (INICTEL-UNI), Lima, Peru"],"raw_orcid":"https://orcid.org/0000-0003-4163-773X","affiliations":[{"raw_affiliation_string":"Instituto Nacional de Investigaci&#x00F3;n y Capacitaci&#x00F3;n de Telecomunicaciones de la Universidad Nacional de Ingenier&#x00ED;a (INICTEL-UNI), Lima, Peru","institution_ids":["https://openalex.org/I62520931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080810409","display_name":"Jaime Vergara","orcid":"https://orcid.org/0000-0002-3590-1795"},"institutions":[{"id":"https://openalex.org/I35961687","display_name":"Universidad de Antioquia","ror":"https://ror.org/03bp5hc83","country_code":"CO","type":"education","lineage":["https://openalex.org/I35961687"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Jaime Vergara","raw_affiliation_strings":["Faculty of Engineering, Universidad de Antioquia, Medell&#x00ED;n, Colombia"],"raw_orcid":"https://orcid.org/0000-0002-3590-1795","affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Universidad de Antioquia, Medell&#x00ED;n, Colombia","institution_ids":["https://openalex.org/I35961687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093606310","display_name":"Santiago R\u00edos-Guiral","orcid":"https://orcid.org/0009-0005-2781-7285"},"institutions":[{"id":"https://openalex.org/I35961687","display_name":"Universidad de Antioquia","ror":"https://ror.org/03bp5hc83","country_code":"CO","type":"education","lineage":["https://openalex.org/I35961687"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Santiago R\u00edos-Guiral","raw_affiliation_strings":["Faculty of Engineering, Universidad de Antioquia, Medell&#x00ED;n, Colombia"],"raw_orcid":"https://orcid.org/0009-0005-2781-7285","affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Universidad de Antioquia, Medell&#x00ED;n, Colombia","institution_ids":["https://openalex.org/I35961687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023726939","display_name":"Christian Garz\u00f3n","orcid":"https://orcid.org/0009-0006-9465-2297"},"institutions":[{"id":"https://openalex.org/I35961687","display_name":"Universidad de Antioquia","ror":"https://ror.org/03bp5hc83","country_code":"CO","type":"education","lineage":["https://openalex.org/I35961687"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Christian Garz\u00f3n","raw_affiliation_strings":["Faculty of Engineering, Universidad de Antioquia, Medell&#x00ED;n, Colombia"],"raw_orcid":"https://orcid.org/0009-0006-9465-2297","affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Universidad de Antioquia, Medell&#x00ED;n, Colombia","institution_ids":["https://openalex.org/I35961687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060312365","display_name":"Sergio Armando Guti\u00e9rrez","orcid":"https://orcid.org/0000-0003-2880-4601"},"institutions":[{"id":"https://openalex.org/I35961687","display_name":"Universidad de Antioquia","ror":"https://ror.org/03bp5hc83","country_code":"CO","type":"education","lineage":["https://openalex.org/I35961687"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Sergio Guti\u00e9rrez","raw_affiliation_strings":["Faculty of Engineering, Universidad de Antioquia, Medell&#x00ED;n, Colombia"],"raw_orcid":"https://orcid.org/0000-0003-2880-4601","affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Universidad de Antioquia, Medell&#x00ED;n, Colombia","institution_ids":["https://openalex.org/I35961687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072727038","display_name":"Juan Felipe Botero","orcid":"https://orcid.org/0000-0002-7072-8924"},"institutions":[{"id":"https://openalex.org/I35961687","display_name":"Universidad de Antioquia","ror":"https://ror.org/03bp5hc83","country_code":"CO","type":"education","lineage":["https://openalex.org/I35961687"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Juan F. Botero","raw_affiliation_strings":["Faculty of Engineering, Universidad de Antioquia, Medell&#x00ED;n, Colombia"],"raw_orcid":"https://orcid.org/0000-0002-7072-8924","affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Universidad de Antioquia, Medell&#x00ED;n, Colombia","institution_ids":["https://openalex.org/I35961687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040085449","display_name":"Jose Luis Quiroz-Arroyo","orcid":"https://orcid.org/0000-0003-4786-5290"},"institutions":[{"id":"https://openalex.org/I62520931","display_name":"National University of Engineering","ror":"https://ror.org/006v63s16","country_code":"PE","type":"education","lineage":["https://openalex.org/I62520931"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Jose Luis Quiroz-Arroyo","raw_affiliation_strings":["Instituto Nacional de Investigaci&#x00F3;n y Capacitaci&#x00F3;n de Telecomunicaciones de la Universidad Nacional de Ingenier&#x00ED;a (INICTEL-UNI), Lima, Peru"],"raw_orcid":"https://orcid.org/0000-0003-4786-5290","affiliations":[{"raw_affiliation_string":"Instituto Nacional de Investigaci&#x00F3;n y Capacitaci&#x00F3;n de Telecomunicaciones de la Universidad Nacional de Ingenier&#x00ED;a (INICTEL-UNI), Lima, Peru","institution_ids":["https://openalex.org/I62520931"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031091191","display_name":"Jes\u00fas Arturo P\u00e9rez-D\u00edaz","orcid":"https://orcid.org/0000-0002-7678-5487"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Jes\u00fas Arturo P\u00e9rez-D\u00edaz","raw_affiliation_strings":["Tecnologico de Monterrey, School of Engineering and Sciences, Monterrey, Mexico","School of Engineering and Sciences, Tecnologico de Monterrey, Monterrey, Mexico"],"raw_orcid":"https://orcid.org/0000-0002-7678-5487","affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey, School of Engineering and Sciences, Monterrey, Mexico","institution_ids":["https://openalex.org/I98461037"]},{"raw_affiliation_string":"School of Engineering and Sciences, Tecnologico de Monterrey, Monterrey, Mexico","institution_ids":["https://openalex.org/I98461037"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":6.2872,"has_fulltext":true,"cited_by_count":22,"citation_normalized_percentile":{"value":0.96918219,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"12","issue":null,"first_page":"42163","last_page":"42180"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9998999834060669,"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":0.9998999834060669,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9998000264167786,"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":0.9990000128746033,"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":0.8410365581512451},{"id":"https://openalex.org/keywords/openflow","display_name":"OpenFlow","score":0.823837161064148},{"id":"https://openalex.org/keywords/denial-of-service-attack","display_name":"Denial-of-service attack","score":0.6443288922309875},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.6417824029922485},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5908349752426147},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.5565676093101501},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5319585800170898},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.5067008137702942},{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.48850834369659424},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48250889778137207},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.47905123233795166},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.47606366872787476},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4736829102039337},{"id":"https://openalex.org/keywords/traffic-classification","display_name":"Traffic classification","score":0.4291412830352783},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.33956044912338257},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.31282228231430054},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.21748453378677368},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.172268807888031}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8410365581512451},{"id":"https://openalex.org/C192697461","wikidata":"https://www.wikidata.org/wiki/Q4045918","display_name":"OpenFlow","level":3,"score":0.823837161064148},{"id":"https://openalex.org/C38822068","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Denial-of-service attack","level":3,"score":0.6443288922309875},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.6417824029922485},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5908349752426147},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5565676093101501},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5319585800170898},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.5067008137702942},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.48850834369659424},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48250889778137207},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.47905123233795166},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.47606366872787476},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4736829102039337},{"id":"https://openalex.org/C169988225","wikidata":"https://www.wikidata.org/wiki/Q7832484","display_name":"Traffic classification","level":3,"score":0.4291412830352783},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.33956044912338257},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.31282228231430054},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.21748453378677368},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.172268807888031},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3378271","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3378271","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10473999.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:00440f8641354a13ab65603ec1489e4b","is_oa":true,"landing_page_url":"https://doaj.org/article/00440f8641354a13ab65603ec1489e4b","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 42163-42180 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3378271","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3378271","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10473999.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3711256975","display_name":null,"funder_award_id":"519RT0580","funder_id":"https://openalex.org/F4320325124","funder_display_name":"CYTED Ciencia y Tecnolog\u00eda para el Desarrollo"}],"funders":[{"id":"https://openalex.org/F4320321458","display_name":"Universidad Nacional de Colombia","ror":"https://ror.org/059yx9a68"},{"id":"https://openalex.org/F4320323197","display_name":"Universidad de Antioquia","ror":"https://ror.org/03bp5hc83"},{"id":"https://openalex.org/F4320325124","display_name":"CYTED Ciencia y Tecnolog\u00eda para el Desarrollo","ror":"https://ror.org/03myqtf56"},{"id":"https://openalex.org/F4320325373","display_name":"Universidad Nacional Mayor de San Marcos","ror":"https://ror.org/006vs7897"},{"id":"https://openalex.org/F4320336058","display_name":"Instituto Nacional de Investigaci\u00f3n y Capacitaci\u00f3n de Telecomunicaciones, Universidad Nacional de Ingenieria","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392902345.pdf","grobid_xml":"https://content.openalex.org/works/W4392902345.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W2031163547","https://openalex.org/W2040340473","https://openalex.org/W2099940443","https://openalex.org/W2110722699","https://openalex.org/W2147118406","https://openalex.org/W2245787472","https://openalex.org/W2296509296","https://openalex.org/W2746495981","https://openalex.org/W2751952590","https://openalex.org/W2763266182","https://openalex.org/W2789828921","https://openalex.org/W2898761039","https://openalex.org/W2912370732","https://openalex.org/W2924689635","https://openalex.org/W2958285686","https://openalex.org/W2963748489","https://openalex.org/W2982682021","https://openalex.org/W3012454270","https://openalex.org/W3016974523","https://openalex.org/W3084346886","https://openalex.org/W3090510669","https://openalex.org/W3110277274","https://openalex.org/W3119693685","https://openalex.org/W3129181283","https://openalex.org/W3130897729","https://openalex.org/W3164506068","https://openalex.org/W3187064257","https://openalex.org/W3197470694","https://openalex.org/W3206325220","https://openalex.org/W4210878212","https://openalex.org/W4285274733","https://openalex.org/W4287879020","https://openalex.org/W4293182269","https://openalex.org/W4298120621","https://openalex.org/W4313531450","https://openalex.org/W4382446893"],"related_works":["https://openalex.org/W4220837700","https://openalex.org/W2012852954","https://openalex.org/W4377008240","https://openalex.org/W1675062406","https://openalex.org/W2066879250","https://openalex.org/W2295167007","https://openalex.org/W2558363974","https://openalex.org/W1996856152","https://openalex.org/W2324336707","https://openalex.org/W4250919833"],"abstract_inverted_index":{"In":[0],"the":[1,14,123,127,158],"contemporary":[2],"cybersecurity":[3],"landscape,":[4],"robust":[5],"attack":[6],"detection":[7,46,151],"mechanisms":[8],"are":[9],"important":[10],"for":[11,44,133,148],"organizations.":[12],"However,":[13],"current":[15],"state":[16],"of":[17,28,66,106,122,129,160],"research":[18],"in":[19,47,110,118,137,163],"Software-Defined":[20,48],"Networking":[21,49],"(SDN)":[22],"suffers":[23],"from":[24,55,59,114],"a":[25,41,63,103],"notable":[26],"lack":[27],"recent":[29],"SDN-OpenFlow-based":[30],"datasets.":[31],"This":[32],"study":[33],"seeks":[34],"to":[35,108,116],"bridge":[36],"this":[37],"gap":[38],"by":[39],"introducing":[40],"novel":[42],"dataset":[43,145],"intrusion":[45,150],"named":[50],"SDNFlow.":[51],"The":[52,144],"dataset,":[53],"derived":[54],"OpenFlow":[56],"statistics":[57],"gathered":[58],"real":[60],"traffic,":[61],"integrates":[62],"comprehensive":[64],"range":[65],"network":[67],"activities.":[68],"An":[69],"empirical":[70],"evaluation":[71],"leveraging":[72],"diverse":[73],"Machine":[74],"and":[75,93,113,141,156],"deep":[76],"Learning":[77],"algorithms":[78],"was":[79],"performed.":[80],"Namely,":[81],"Logistic":[82],"regression,":[83],"decision":[84],"tree,":[85],"random":[86],"forest,":[87],"K-nearest":[88],"neighbors,":[89],"Support":[90],"Vector":[91],"Machines,":[92],"Multilayer":[94],"Perceptron":[95],"were":[96],"tested":[97],"getting":[98],"pretty":[99],"good":[100],"results":[101],"with":[102],"precision":[104],"average":[105],"98%":[107],"99%":[109,117],"binary":[111],"classification":[112,120],"97%":[115],"multiclass":[119],"depending":[121],"attack,":[124],"we":[125],"highlight":[126],"efficacy":[128],"K-Nearest":[130],"Neighbors":[131],"(KNN)":[132],"traffic":[134,161],"classification,":[135],"particularly":[136],"detecting":[138],"DDoS":[139],"attacks":[140],"port":[142],"scanning.":[143],"is":[146],"valuable":[147],"evaluating":[149],"systems":[152],"within":[153],"SDN":[154],"environments":[155],"deepening":[157],"understanding":[159],"patterns":[162],"Software":[164],"Defined":[165],"Networks.":[166]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":4}],"updated_date":"2026-07-08T08:33:18.762332","created_date":"2025-10-10T00:00:00"}
