{"id":"https://openalex.org/W4379386224","doi":"https://doi.org/10.3390/s23115340","title":"Machine Learning-Based Anomaly Detection in NFV: A Comprehensive Survey","display_name":"Machine Learning-Based Anomaly Detection in NFV: A Comprehensive Survey","publication_year":2023,"publication_date":"2023-06-05","ids":{"openalex":"https://openalex.org/W4379386224","doi":"https://doi.org/10.3390/s23115340","pmid":"https://pubmed.ncbi.nlm.nih.gov/37300067"},"language":"en","primary_location":{"id":"doi:10.3390/s23115340","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23115340","pdf_url":"https://www.mdpi.com/1424-8220/23/11/5340/pdf?version=1685947297","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/23/11/5340/pdf?version=1685947297","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092089408","display_name":"Sehar Zehra","orcid":null},"institutions":[{"id":"https://openalex.org/I201384688","display_name":"National University of Computer and Emerging Sciences","ror":"https://ror.org/003eyb898","country_code":"PK","type":"education","lineage":["https://openalex.org/I201384688"]},{"id":"https://openalex.org/I2800666866","display_name":"Government of Pakistan","ror":"https://ror.org/00pnp4y96","country_code":"PK","type":"government","lineage":["https://openalex.org/I2800666866"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Sehar Zehra","raw_affiliation_strings":["College Education & Literacy Department, Khursheed Government Girls Degree College, Government of Sindh, Karachi 75230, Pakistan","FAST School of Computing, National University of Computer and Emerging Sciences, Karachi 75030, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College Education & Literacy Department, Khursheed Government Girls Degree College, Government of Sindh, Karachi 75230, Pakistan","institution_ids":["https://openalex.org/I2800666866"]},{"raw_affiliation_string":"FAST School of Computing, National University of Computer and Emerging Sciences, Karachi 75030, Pakistan","institution_ids":["https://openalex.org/I201384688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031435855","display_name":"Ummay Faseeha","orcid":null},"institutions":[{"id":"https://openalex.org/I18718515","display_name":"Jinnah University for Women","ror":"https://ror.org/056zv5g90","country_code":"PK","type":"education","lineage":["https://openalex.org/I18718515"]},{"id":"https://openalex.org/I201384688","display_name":"National University of Computer and Emerging Sciences","ror":"https://ror.org/003eyb898","country_code":"PK","type":"education","lineage":["https://openalex.org/I201384688"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Ummay Faseeha","raw_affiliation_strings":["Department of Computer Science, Main Campus, Jinnah University For Women, Karachi 74600, Pakistan","FAST School of Computing, National University of Computer and Emerging Sciences, Karachi 75030, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Main Campus, Jinnah University For Women, Karachi 74600, Pakistan","institution_ids":["https://openalex.org/I18718515"]},{"raw_affiliation_string":"FAST School of Computing, National University of Computer and Emerging Sciences, Karachi 75030, Pakistan","institution_ids":["https://openalex.org/I201384688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023776758","display_name":"Hassan Jamil Syed","orcid":"https://orcid.org/0000-0002-1834-1810"},"institutions":[{"id":"https://openalex.org/I161371597","display_name":"Universiti of Malaysia Sabah","ror":"https://ror.org/040v70252","country_code":"MY","type":"education","lineage":["https://openalex.org/I161371597"]},{"id":"https://openalex.org/I201384688","display_name":"National University of Computer and Emerging Sciences","ror":"https://ror.org/003eyb898","country_code":"PK","type":"education","lineage":["https://openalex.org/I201384688"]}],"countries":["MY","PK"],"is_corresponding":true,"raw_author_name":"Hassan Jamil Syed","raw_affiliation_strings":["Cyber Security Research Lab, Faculty of Computing and Informatics, Universiti Malaysia Sabah, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia","FAST School of Computing, National University of Computer and Emerging Sciences, Karachi 75030, Pakistan","Faculty of Computing & Informatics, Universiti Malaysia Sabah, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-1834-1810","affiliations":[{"raw_affiliation_string":"Cyber Security Research Lab, Faculty of Computing and Informatics, Universiti Malaysia Sabah, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia","institution_ids":["https://openalex.org/I161371597"]},{"raw_affiliation_string":"FAST School of Computing, National University of Computer and Emerging Sciences, Karachi 75030, Pakistan","institution_ids":["https://openalex.org/I201384688"]},{"raw_affiliation_string":"Faculty of Computing & Informatics, Universiti Malaysia Sabah, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia","institution_ids":["https://openalex.org/I161371597"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011416254","display_name":"Fahad Samad","orcid":"https://orcid.org/0000-0003-3833-2644"},"institutions":[{"id":"https://openalex.org/I201384688","display_name":"National University of Computer and Emerging Sciences","ror":"https://ror.org/003eyb898","country_code":"PK","type":"education","lineage":["https://openalex.org/I201384688"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Fahad Samad","raw_affiliation_strings":["FAST School of Computing, National University of Computer and Emerging Sciences, Karachi 75030, Pakistan"],"raw_orcid":"https://orcid.org/0000-0003-3833-2644","affiliations":[{"raw_affiliation_string":"FAST School of Computing, National University of Computer and Emerging Sciences, Karachi 75030, Pakistan","institution_ids":["https://openalex.org/I201384688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059481733","display_name":"Ashraf Osman Ibrahim","orcid":"https://orcid.org/0000-0001-5526-3623"},"institutions":[{"id":"https://openalex.org/I161371597","display_name":"Universiti of Malaysia Sabah","ror":"https://ror.org/040v70252","country_code":"MY","type":"education","lineage":["https://openalex.org/I161371597"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Ashraf Osman Ibrahim","raw_affiliation_strings":["Creative Advanced Machine Intelligence Research Centre, Faculty of Computing and Informatics, Universiti Malaysia Sabah, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia","Faculty of Computing & Informatics, Universiti Malaysia Sabah, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia"],"raw_orcid":"https://orcid.org/0000-0001-5526-3623","affiliations":[{"raw_affiliation_string":"Creative Advanced Machine Intelligence Research Centre, Faculty of Computing and Informatics, Universiti Malaysia Sabah, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia","institution_ids":["https://openalex.org/I161371597"]},{"raw_affiliation_string":"Faculty of Computing & Informatics, Universiti Malaysia Sabah, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia","institution_ids":["https://openalex.org/I161371597"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053238352","display_name":"Anas W. Abulfaraj","orcid":"https://orcid.org/0000-0003-3277-4505"},"institutions":[{"id":"https://openalex.org/I185163786","display_name":"King Abdulaziz University","ror":"https://ror.org/02ma4wv74","country_code":"SA","type":"education","lineage":["https://openalex.org/I185163786"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Anas W. Abulfaraj","raw_affiliation_strings":["Department of Information Systems, King Abdulaziz University, Rabigh 21911, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0003-3277-4505","affiliations":[{"raw_affiliation_string":"Department of Information Systems, King Abdulaziz University, Rabigh 21911, Saudi Arabia","institution_ids":["https://openalex.org/I185163786"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005065236","display_name":"Wamda Nagmeldin","orcid":"https://orcid.org/0000-0002-8382-3242"},"institutions":[{"id":"https://openalex.org/I142608572","display_name":"Prince Sattam Bin Abdulaziz University","ror":"https://ror.org/04jt46d36","country_code":"SA","type":"education","lineage":["https://openalex.org/I142608572"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Wamda Nagmeldin","raw_affiliation_strings":["Department of Information Systems, College of Computer Engineering and Sciences, Prince Sattam bin Abdulaziz University, Al-Kharj 11942, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Systems, College of Computer Engineering and Sciences, Prince Sattam bin Abdulaziz University, Al-Kharj 11942, Saudi Arabia","institution_ids":["https://openalex.org/I142608572"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5023776758"],"corresponding_institution_ids":["https://openalex.org/I161371597","https://openalex.org/I201384688"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":8.6437,"has_fulltext":true,"cited_by_count":45,"citation_normalized_percentile":{"value":0.98123506,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"23","issue":"11","first_page":"5340","last_page":"5340"},"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/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":0.9991999864578247,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/network-functions-virtualization","display_name":"Network Functions Virtualization","score":0.7742395401000977},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.6798750162124634},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.67528235912323},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.5825014710426331},{"id":"https://openalex.org/keywords/virtualization","display_name":"Virtualization","score":0.47744566202163696},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4499172568321228},{"id":"https://openalex.org/keywords/network-security","display_name":"Network security","score":0.4479583203792572},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.35118091106414795},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.2966836988925934},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.22196605801582336},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1532336175441742}],"concepts":[{"id":"https://openalex.org/C200789330","wikidata":"https://www.wikidata.org/wiki/Q7000834","display_name":"Network Functions Virtualization","level":3,"score":0.7742395401000977},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6798750162124634},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.67528235912323},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.5825014710426331},{"id":"https://openalex.org/C513985346","wikidata":"https://www.wikidata.org/wiki/Q270471","display_name":"Virtualization","level":3,"score":0.47744566202163696},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4499172568321228},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.4479583203792572},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.35118091106414795},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.2966836988925934},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.22196605801582336},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1532336175441742},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011340","descriptor_name":"Problem Solving","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011340","descriptor_name":"Problem Solving","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011340","descriptor_name":"Problem Solving","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013672","descriptor_name":"Technology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013672","descriptor_name":"Technology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013672","descriptor_name":"Technology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.3390/s23115340","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23115340","pdf_url":"https://www.mdpi.com/1424-8220/23/11/5340/pdf?version=1685947297","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:37300067","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37300067","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10256098","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10256098","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10256098/pdf/sensors-23-05340.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:22dfcd983d6747e8b27e20f0a99ba5ad","is_oa":true,"landing_page_url":"https://doaj.org/article/22dfcd983d6747e8b27e20f0a99ba5ad","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":"Sensors, Vol 23, Iss 11, p 5340 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/23/11/5340/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s23115340","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 23; Issue 11; Pages: 5340","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s23115340","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23115340","pdf_url":"https://www.mdpi.com/1424-8220/23/11/5340/pdf?version=1685947297","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.4399999976158142,"display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4379386224.pdf"},"referenced_works_count":112,"referenced_works":["https://openalex.org/W1966809779","https://openalex.org/W2144936818","https://openalex.org/W2165698076","https://openalex.org/W2260783129","https://openalex.org/W2292029528","https://openalex.org/W2466998217","https://openalex.org/W2495005420","https://openalex.org/W2505209768","https://openalex.org/W2562572662","https://openalex.org/W2592573932","https://openalex.org/W2612910248","https://openalex.org/W2741396778","https://openalex.org/W2744002497","https://openalex.org/W2765398400","https://openalex.org/W2794280825","https://openalex.org/W2805251881","https://openalex.org/W2806042078","https://openalex.org/W2810550035","https://openalex.org/W2883053505","https://openalex.org/W2884977612","https://openalex.org/W2886313935","https://openalex.org/W2889650910","https://openalex.org/W2891117320","https://openalex.org/W2891664577","https://openalex.org/W2892242081","https://openalex.org/W2893074309","https://openalex.org/W2895216609","https://openalex.org/W2904539465","https://openalex.org/W2910858987","https://openalex.org/W2922299940","https://openalex.org/W2952292163","https://openalex.org/W2959717179","https://openalex.org/W2963045681","https://openalex.org/W2963633529","https://openalex.org/W2964723818","https://openalex.org/W2967038231","https://openalex.org/W2972174315","https://openalex.org/W2980927805","https://openalex.org/W2984543640","https://openalex.org/W2994099183","https://openalex.org/W3004114389","https://openalex.org/W3010612350","https://openalex.org/W3012454270","https://openalex.org/W3015246755","https://openalex.org/W3016010691","https://openalex.org/W3017021688","https://openalex.org/W3024356356","https://openalex.org/W3026114500","https://openalex.org/W3029494242","https://openalex.org/W3034948734","https://openalex.org/W3040266635","https://openalex.org/W3049418198","https://openalex.org/W3049518473","https://openalex.org/W3071416990","https://openalex.org/W3082129402","https://openalex.org/W3089610451","https://openalex.org/W3103656239","https://openalex.org/W3106663573","https://openalex.org/W3107871149","https://openalex.org/W3116156549","https://openalex.org/W3127161477","https://openalex.org/W3128286744","https://openalex.org/W3130901754","https://openalex.org/W3132147085","https://openalex.org/W3134696756","https://openalex.org/W3136258292","https://openalex.org/W3138935870","https://openalex.org/W3150736300","https://openalex.org/W3150770307","https://openalex.org/W3153226991","https://openalex.org/W3158704653","https://openalex.org/W3162929413","https://openalex.org/W3164952570","https://openalex.org/W3168992578","https://openalex.org/W3170851865","https://openalex.org/W3172098298","https://openalex.org/W3180931827","https://openalex.org/W3196711841","https://openalex.org/W3208086363","https://openalex.org/W3211407228","https://openalex.org/W3213692590","https://openalex.org/W3214662093","https://openalex.org/W4200614416","https://openalex.org/W4205955221","https://openalex.org/W4206324092","https://openalex.org/W4210471555","https://openalex.org/W4210601606","https://openalex.org/W4213306584","https://openalex.org/W4213351796","https://openalex.org/W4214569906","https://openalex.org/W4220822635","https://openalex.org/W4221004701","https://openalex.org/W4224038053","https://openalex.org/W4281699156","https://openalex.org/W4285061655","https://openalex.org/W4285210148","https://openalex.org/W4291278258","https://openalex.org/W4291340504","https://openalex.org/W4293686414","https://openalex.org/W4297199742","https://openalex.org/W4311925379","https://openalex.org/W4313423370","https://openalex.org/W4324137604","https://openalex.org/W6676081454","https://openalex.org/W6696575196","https://openalex.org/W6730840900","https://openalex.org/W6751750205","https://openalex.org/W6767085742","https://openalex.org/W6775477415","https://openalex.org/W6797216331","https://openalex.org/W6841970466","https://openalex.org/W6948268659"],"related_works":["https://openalex.org/W2167596916","https://openalex.org/W2496445523","https://openalex.org/W4233730885","https://openalex.org/W2606106394","https://openalex.org/W3169265188","https://openalex.org/W2267484144","https://openalex.org/W2979258331","https://openalex.org/W2461440407","https://openalex.org/W3148545455","https://openalex.org/W2309305620"],"abstract_inverted_index":{"Network":[0],"function":[1],"virtualization":[2,12],"(NFV)":[3],"is":[4],"a":[5,33,87],"rapidly":[6],"growing":[7],"technology":[8],"that":[9,60],"enables":[10],"the":[11,72,80,91,100,120,145,152],"of":[13,82,94,104,147,156],"traditional":[14],"network":[15,48,138],"hardware":[16],"components,":[17],"offering":[18],"benefits":[19],"such":[20],"as":[21,86],"cost":[22],"reduction,":[23],"increased":[24],"flexibility,":[25],"and":[26,38,46,63,102,126,140,154,158],"efficient":[27,122],"resource":[28,44],"utilization.":[29],"Moreover,":[30],"NFV":[31,52,114,131,148],"plays":[32],"crucial":[34],"role":[35],"in":[36,53,113,130,143],"sensor":[37],"IoT":[39,159],"networks":[40,55],"by":[41],"ensuring":[42],"optimal":[43],"usage":[45],"effective":[47,127],"management.":[49],"However,":[50],"adopting":[51],"these":[54],"also":[56],"brings":[57],"security":[58,73,141,146],"challenges":[59,74],"must":[61],"promptly":[62],"effectively":[64],"address.":[65],"This":[66],"survey":[67],"paper":[68],"focuses":[69],"on":[70],"exploring":[71],"associated":[75],"with":[76],"NFV.":[77],"It":[78],"proposes":[79],"utilization":[81],"anomaly":[83,128],"detection":[84,129],"techniques":[85],"means":[88],"to":[89,136],"mitigate":[90],"potential":[92],"risks":[93],"cyber":[95],"attacks.":[96],"The":[97],"research":[98],"evaluates":[99],"strengths":[101],"weaknesses":[103],"various":[105],"machine":[106],"learning-based":[107],"algorithms":[108],"for":[109,124],"detecting":[110],"network-based":[111],"anomalies":[112],"networks.":[115],"By":[116],"providing":[117],"insights":[118],"into":[119],"most":[121],"algorithm":[123],"timely":[125],"networks,":[132],"this":[133],"study":[134],"aims":[135],"assist":[137],"administrators":[139],"professionals":[142],"enhancing":[144],"deployments,":[149],"thus":[150],"safeguarding":[151],"integrity":[153],"performance":[155],"sensors":[157],"systems.":[160]},"counts_by_year":[{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":22},{"year":2023,"cited_by_count":6}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}