{"id":"https://openalex.org/W3041595873","doi":"https://doi.org/10.1155/2020/7086367","title":"Deep Autoencoders and Feedforward Networks Based on a New Regularization for Anomaly Detection","display_name":"Deep Autoencoders and Feedforward Networks Based on a New Regularization for Anomaly Detection","publication_year":2020,"publication_date":"2020-07-10","ids":{"openalex":"https://openalex.org/W3041595873","doi":"https://doi.org/10.1155/2020/7086367","mag":"3041595873"},"language":"en","primary_location":{"id":"doi:10.1155/2020/7086367","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/7086367","pdf_url":"https://downloads.hindawi.com/journals/scn/2020/7086367.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/scn/2020/7086367.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039377037","display_name":"Marwan Ali Albahar","orcid":"https://orcid.org/0000-0003-3586-3423"},"institutions":[{"id":"https://openalex.org/I199693650","display_name":"Umm al-Qura University","ror":"https://ror.org/01xjqrm90","country_code":"SA","type":"education","lineage":["https://openalex.org/I199693650"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Marwan Ali Albahar","raw_affiliation_strings":["Umm Al Qura University, College of Computers in Al-Leith, Mecca, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Umm Al Qura University, College of Computers in Al-Leith, Mecca, Saudi Arabia","institution_ids":["https://openalex.org/I199693650"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012907012","display_name":"Muhammad Binsawad","orcid":"https://orcid.org/0000-0003-0915-7058"},"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":"Muhammad Binsawad","raw_affiliation_strings":["King Abdulaziz University, Computer Information System Department, Jeddah, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"King Abdulaziz University, Computer Information System Department, Jeddah, Saudi Arabia","institution_ids":["https://openalex.org/I185163786"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5039377037"],"corresponding_institution_ids":["https://openalex.org/I199693650"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":1.6179,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.84843498,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"2020","issue":null,"first_page":"1","last_page":"9"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9994000196456909,"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":0.9965999722480774,"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":0.8625162839889526},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.7113882303237915},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.6997764110565186},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.5625928640365601},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.5526043176651001},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5041531324386597},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4700929820537567},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.41915076971054077},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3923923373222351},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.06464338302612305}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8625162839889526},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.7113882303237915},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.6997764110565186},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.5625928640365601},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.5526043176651001},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5041531324386597},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4700929820537567},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.41915076971054077},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3923923373222351},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.06464338302612305},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2020/7086367","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/7086367","pdf_url":"https://downloads.hindawi.com/journals/scn/2020/7086367.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c25bac7d3ae045d69a9ac046994e03d7","is_oa":true,"landing_page_url":"https://doaj.org/article/c25bac7d3ae045d69a9ac046994e03d7","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Security and Communication Networks, Vol 2020 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2020/7086367","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/7086367","pdf_url":"https://downloads.hindawi.com/journals/scn/2020/7086367.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4099999964237213,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G6156641737","display_name":null,"funder_award_id":"D-432-611-1441","funder_id":"https://openalex.org/F4320322322","funder_display_name":"King Abdulaziz University"},{"id":"https://openalex.org/G7792163140","display_name":null,"funder_award_id":"Scientific Research (DSR)","funder_id":"https://openalex.org/F4320322322","funder_display_name":"King Abdulaziz University"}],"funders":[{"id":"https://openalex.org/F4320322322","display_name":"King Abdulaziz University","ror":"https://ror.org/02ma4wv74"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3041595873.pdf","grobid_xml":"https://content.openalex.org/works/W3041595873.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W1581903467","https://openalex.org/W1963509088","https://openalex.org/W1988918299","https://openalex.org/W2002900768","https://openalex.org/W2016258134","https://openalex.org/W2036695131","https://openalex.org/W2049559208","https://openalex.org/W2078559757","https://openalex.org/W2100537916","https://openalex.org/W2119550927","https://openalex.org/W2144781678","https://openalex.org/W2145094598","https://openalex.org/W2334853001","https://openalex.org/W2340896621","https://openalex.org/W2343864402","https://openalex.org/W2512144135","https://openalex.org/W2626468835","https://openalex.org/W2724268118","https://openalex.org/W2730943916","https://openalex.org/W2762776925","https://openalex.org/W2783741806","https://openalex.org/W2809211248","https://openalex.org/W2890474333","https://openalex.org/W2896412072","https://openalex.org/W2958489519"],"related_works":["https://openalex.org/W4390421286","https://openalex.org/W4280563792","https://openalex.org/W2602382373","https://openalex.org/W3003615511","https://openalex.org/W4285827128","https://openalex.org/W3198113463","https://openalex.org/W2787698406","https://openalex.org/W2963844355","https://openalex.org/W4361251046","https://openalex.org/W98577079"],"abstract_inverted_index":{"Anomaly":[0],"detection":[1,80],"is":[2],"a":[3,108],"problem":[4],"with":[5],"roots":[6],"dating":[7],"back":[8],"over":[9,45],"30":[10],"years.":[11],"The":[12],"NSL-KDD":[13,47],"dataset":[14,39],"has":[15,40],"become":[16],"the":[17,31,37,46,55,65,76,100,121],"convention":[18],"for":[19,70],"testing":[20],"and":[21,81,90,119],"comparing":[22],"new":[23,109],"or":[24],"improved":[25],"models":[26,118],"in":[27,75],"this":[28],"domain.":[29],"In":[30,54],"field":[32],"of":[33,67,78,93,103],"network":[34],"intrusion":[35,82],"detection,":[36],"UNSW-NB15":[38],"recently":[41],"gained":[42],"significant":[43],"attention":[44],"because":[48],"it":[49,115],"contains":[50],"more":[51],"modern":[52],"attacks.":[53],"present":[56],"paper,":[57],"we":[58,97,113,125],"outline":[59],"two":[60],"cutting-edge":[61],"architectures":[62],"that":[63],"push":[64],"boundaries":[66],"model":[68,94],"accuracy":[69],"these":[71],"datasets,":[72],"both":[73,117],"framed":[74],"context":[77],"anomaly":[79],"classification.":[83],"We":[84],"summarize":[85],"training":[86],"methodologies,":[87],"hyperparameters,":[88],"regularization,":[89],"other":[91],"aspects":[92],"architecture.":[95],"Moreover,":[96],"also":[98],"utilize":[99],"standard":[101],"deviation":[102],"weight":[104],"values":[105],"to":[106],"design":[107],"regularization":[110],"technique.":[111],"Then,":[112],"embed":[114],"on":[116],"report":[120],"models\u2019":[122,132],"performance.":[123],"Finally,":[124],"detail":[126],"potential":[127],"improvements":[128],"aimed":[129],"at":[130],"increasing":[131],"accuracy.":[133]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}