{"id":"https://openalex.org/W3031898765","doi":"https://doi.org/10.1155/2020/5287684","title":"Improved TLBO-JAYA Algorithm for Subset Feature Selection and Parameter Optimisation in Intrusion Detection System","display_name":"Improved TLBO-JAYA Algorithm for Subset Feature Selection and Parameter Optimisation in Intrusion Detection System","publication_year":2020,"publication_date":"2020-05-31","ids":{"openalex":"https://openalex.org/W3031898765","doi":"https://doi.org/10.1155/2020/5287684","mag":"3031898765"},"language":"en","primary_location":{"id":"doi:10.1155/2020/5287684","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/5287684","pdf_url":"https://downloads.hindawi.com/journals/complexity/2020/5287684.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"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":"Complexity","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://downloads.hindawi.com/journals/complexity/2020/5287684.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070605303","display_name":"Mohammad Aljanabi","orcid":"https://orcid.org/0000-0002-6374-3560"},"institutions":[{"id":"https://openalex.org/I102913810","display_name":"Universiti Malaysia Pahang Al-Sultan Abdullah","ror":"https://ror.org/01704wp68","country_code":"MY","type":"education","lineage":["https://openalex.org/I102913810"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Mohammad Aljanabi","raw_affiliation_strings":["College of Education, Aliraqia University, Baghdad, Iraq","Faculty of Computing, College of Computing and Applied Sciences, Universiti Malaysia Pahang, Malaysia"],"affiliations":[{"raw_affiliation_string":"College of Education, Aliraqia University, Baghdad, Iraq","institution_ids":[]},{"raw_affiliation_string":"Faculty of Computing, College of Computing and Applied Sciences, Universiti Malaysia Pahang, Malaysia","institution_ids":["https://openalex.org/I102913810"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051195629","display_name":"Mohd Arfian Ismail","orcid":"https://orcid.org/0000-0001-8312-2289"},"institutions":[{"id":"https://openalex.org/I102913810","display_name":"Universiti Malaysia Pahang Al-Sultan Abdullah","ror":"https://ror.org/01704wp68","country_code":"MY","type":"education","lineage":["https://openalex.org/I102913810"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mohd Arfian Ismail","raw_affiliation_strings":["Faculty of Computing, College of Computing and Applied Sciences, Universiti Malaysia Pahang, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Computing, College of Computing and Applied Sciences, Universiti Malaysia Pahang, Malaysia","institution_ids":["https://openalex.org/I102913810"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026195138","display_name":"Vitaliy Mezhuyev","orcid":"https://orcid.org/0000-0002-9335-6131"},"institutions":[{"id":"https://openalex.org/I103365165","display_name":"FH JOANNEUM University of Applied Sciences","ror":"https://ror.org/03kkbqm48","country_code":"AT","type":"education","lineage":["https://openalex.org/I103365165"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Vitaly Mezhuyev","raw_affiliation_strings":["Institute of Industrial Management, FH Joanneum University of Applied Sciences, Graz, Austria"],"affiliations":[{"raw_affiliation_string":"Institute of Industrial Management, FH Joanneum University of Applied Sciences, Graz, Austria","institution_ids":["https://openalex.org/I103365165"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5070605303"],"corresponding_institution_ids":["https://openalex.org/I102913810"],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":3.7042,"has_fulltext":true,"cited_by_count":37,"citation_normalized_percentile":{"value":0.93432898,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"2020","issue":null,"first_page":"1","last_page":"18"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9962000250816345,"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/T12391","display_name":"Artificial Immune Systems Applications","score":0.9926000237464905,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.7861742973327637},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7370151281356812},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6790350675582886},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6633148193359375},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.600578248500824},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5442606806755066},{"id":"https://openalex.org/keywords/constant-false-alarm-rate","display_name":"Constant false alarm rate","score":0.5378289818763733},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47372832894325256},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.4736557900905609},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.46735432744026184},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4495224356651306},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.4122900366783142},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37086158990859985}],"concepts":[{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.7861742973327637},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7370151281356812},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6790350675582886},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6633148193359375},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.600578248500824},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5442606806755066},{"id":"https://openalex.org/C77052588","wikidata":"https://www.wikidata.org/wiki/Q644307","display_name":"Constant false alarm rate","level":2,"score":0.5378289818763733},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47372832894325256},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4736557900905609},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.46735432744026184},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4495224356651306},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4122900366783142},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37086158990859985},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1155/2020/5287684","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/5287684","pdf_url":"https://downloads.hindawi.com/journals/complexity/2020/5287684.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"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":"Complexity","raw_type":"journal-article"},{"id":"pmh:oai:epub.fh-joanneum.at:10070035","is_oa":true,"landing_page_url":"https://epub.fh-joanneum.at/doi/10.1155/2020/5287684","pdf_url":"https://epub.fh-joanneum.at/obvfhjoa/content/titleinfo/10070035/full.pdf","source":{"id":"https://openalex.org/S7407055160","display_name":"FH JOANNEUM ePUB","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:doaj.org/article:2f3c87264bb9432d9a512a6e3bdf4946","is_oa":true,"landing_page_url":"https://doaj.org/article/2f3c87264bb9432d9a512a6e3bdf4946","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complexity, Vol 2020 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2020/5287684","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/5287684","pdf_url":"https://downloads.hindawi.com/journals/complexity/2020/5287684.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"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":"Complexity","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2364098853","display_name":null,"funder_award_id":"RDU190113","funder_id":"https://openalex.org/F4320321709","funder_display_name":"Ministry of Higher Education, Malaysia"}],"funders":[{"id":"https://openalex.org/F4320321709","display_name":"Ministry of Higher Education, Malaysia","ror":"https://ror.org/05mcs2t73"},{"id":"https://openalex.org/F4320323310","display_name":"Universiti Malaysia Pahang","ror":"https://ror.org/01704wp68"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3031898765.pdf","grobid_xml":"https://content.openalex.org/works/W3031898765.grobid-xml"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W114669676","https://openalex.org/W1196375415","https://openalex.org/W1698059316","https://openalex.org/W1980529734","https://openalex.org/W1984011977","https://openalex.org/W1999284878","https://openalex.org/W2021905979","https://openalex.org/W2031820816","https://openalex.org/W2036695131","https://openalex.org/W2038969653","https://openalex.org/W2039424734","https://openalex.org/W2053074949","https://openalex.org/W2066650517","https://openalex.org/W2069116252","https://openalex.org/W2086540457","https://openalex.org/W2133462743","https://openalex.org/W2158143121","https://openalex.org/W2170505850","https://openalex.org/W2326324325","https://openalex.org/W2341871820","https://openalex.org/W2462101293","https://openalex.org/W2604105233","https://openalex.org/W2623163150","https://openalex.org/W2727422487","https://openalex.org/W2755932111","https://openalex.org/W2760572903","https://openalex.org/W2763809031","https://openalex.org/W2785048939","https://openalex.org/W2792290891","https://openalex.org/W2794048982","https://openalex.org/W2801670208","https://openalex.org/W2803307248","https://openalex.org/W2890474333","https://openalex.org/W2902033842","https://openalex.org/W2926701059","https://openalex.org/W2929049293","https://openalex.org/W2958489519"],"related_works":["https://openalex.org/W2090763504","https://openalex.org/W2357468538","https://openalex.org/W1577110157","https://openalex.org/W148178222","https://openalex.org/W2355007334","https://openalex.org/W2104657898","https://openalex.org/W2387580700","https://openalex.org/W2746581472","https://openalex.org/W60934498","https://openalex.org/W2899285606"],"abstract_inverted_index":{"Many":[0],"optimisation-based":[1],"intrusion":[2,13,34,61,69,185],"detection":[3,35,62,70],"algorithms":[4],"have":[5],"been":[6],"developed":[7],"and":[8,27,43,48,77,96,145,169,203],"are":[9,52],"widely":[10],"used":[11,108,164],"for":[12,72,109],"identification.":[14],"This":[15,137],"condition":[16],"is":[17,132,153],"attributed":[18],"to":[19,165],"the":[20,28,57,85,117,127,167,173,183,194,200],"increasing":[21],"number":[22,119],"of":[23,31,59,116,120,172],"audit":[24],"data":[25],"features":[26,121],"decreasing":[29],"performance":[30,58],"human-based":[32],"smart":[33],"systems":[36],"regarding":[37],"classification":[38,44,74],"accuracy,":[39],"false":[40],"alarm":[41],"rate,":[42],"time.":[45],"Feature":[46],"selection":[47,112,115],"classifier":[49],"parameter":[50,151],"tuning":[51,152],"important":[53],"factors":[54],"that":[55],"affect":[56],"any":[60],"system.":[63],"In":[64],"this":[65,161],"paper,":[66],"an":[67,124,142],"improved":[68,86,91],"algorithm":[71,197],"multiclass":[73],"was":[75,107,157,163],"presented":[76],"discussed":[78],"in":[79,130,160],"detail.":[80],"The":[81,114],"proposed":[82],"method":[83],"combined":[84],"teaching-learning-based":[87],"optimisation":[88,135],"(ITLBO)":[89],"algorithm,":[90,95],"parallel":[92],"JAYA":[93,204],"(IPJAYA)":[94],"support":[97,174],"vector":[98,175],"machine.":[99],"ITLBO":[100,140],"with":[101,193,199],"supervised":[102],"machine":[103,176],"learning":[104],"(ML)":[105],"technique":[106],"feature":[110],"subset":[111],"(FSS).":[113],"least":[118],"without":[122],"causing":[123],"effect":[125],"on":[126,182],"result":[128],"accuracy":[129],"FSS":[131,143],"a":[133],"multiobjective":[134],"problem.":[136],"work":[138],"proposes":[139],"as":[141],"mechanism,":[144],"its":[146],"algorithm-specific,":[147],"parameterless":[148],"concept":[149],"(no":[150],"required":[154],"during":[155],"optimisation)":[156],"explored.":[158],"IPJAYA":[159],"study":[162],"update":[166],"C":[168],"gamma":[170],"parameters":[171],"(SVM).":[177],"Several":[178],"experiments":[179],"were":[180,191],"performed":[181],"prominent":[184],"ML":[186],"dataset,":[187],"where":[188],"significant":[189],"enhancements":[190],"observed":[192],"suggested":[195],"ITLBO-IPJAYA-SVM":[196],"compared":[198],"classical":[201],"TLBO":[202],"algorithms.":[205]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":1}],"updated_date":"2026-03-08T08:50:53.379069","created_date":"2025-10-10T00:00:00"}