{"id":"https://openalex.org/W2169041657","doi":"https://doi.org/10.1109/isda.2010.5687239","title":"Principle components analysis and Support Vector Machine based Intrusion Detection System","display_name":"Principle components analysis and Support Vector Machine based Intrusion Detection System","publication_year":2010,"publication_date":"2010-11-01","ids":{"openalex":"https://openalex.org/W2169041657","doi":"https://doi.org/10.1109/isda.2010.5687239","mag":"2169041657"},"language":"en","primary_location":{"id":"doi:10.1109/isda.2010.5687239","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isda.2010.5687239","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 10th International Conference on Intelligent Systems Design and Applications","raw_type":"proceedings-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":null,"display_name":"F. Eid Heba","orcid":null},"institutions":[{"id":"https://openalex.org/I184834183","display_name":"Al-Azhar University","ror":"https://ror.org/05fnp1145","country_code":"EG","type":"education","lineage":["https://openalex.org/I184834183"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"F. Eid Heba","raw_affiliation_strings":["Science, Al-Azhar University. Cairo, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Science, Al-Azhar University. Cairo, Egypt","institution_ids":["https://openalex.org/I184834183"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108035307","display_name":"Ashraf Darwish","orcid":"https://orcid.org/0000-0002-0166-6280"},"institutions":[{"id":"https://openalex.org/I84058292","display_name":"Helwan University","ror":"https://ror.org/00h55v928","country_code":"EG","type":"education","lineage":["https://openalex.org/I84058292"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Ashraf Darwish","raw_affiliation_strings":["Faculty of Science, Helwan University, Cairo, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Science, Helwan University, Cairo, Egypt","institution_ids":["https://openalex.org/I84058292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085432173","display_name":"Aboul Ella Hassanien","orcid":"https://orcid.org/0000-0002-9989-6681"},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Aboul Ella Hassanien","raw_affiliation_strings":["Faculty of Computers and Information, Cairo University, Cairo, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computers and Information, Cairo University, Cairo, Egypt","institution_ids":["https://openalex.org/I145487455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087542455","display_name":"Ajith Abraham","orcid":"https://orcid.org/0000-0002-0169-6738"},"institutions":[{"id":"https://openalex.org/I4210107658","display_name":"Machine Intelligence Research Labs","ror":"https://ror.org/013kgb629","country_code":"US","type":"facility","lineage":["https://openalex.org/I4210107658"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ajith Abraham","raw_affiliation_strings":["M I R Laboratories, USA","Machine Intelligence Research Labs, MIR Labs, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"M I R Laboratories, USA","institution_ids":[]},{"raw_affiliation_string":"Machine Intelligence Research Labs, MIR Labs, USA","institution_ids":["https://openalex.org/I4210107658"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.61,"has_fulltext":false,"cited_by_count":143,"citation_normalized_percentile":{"value":0.90739518,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"363","last_page":"367"},"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/T12326","display_name":"Network Packet Processing and Optimization","score":0.9950000047683716,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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":0.9922999739646912,"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/intrusion-detection-system","display_name":"Intrusion detection system","score":0.8552153706550598},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8107648491859436},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7168595790863037},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.6247969269752502},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6048908829689026},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5030178427696228},{"id":"https://openalex.org/keywords/network-security","display_name":"Network security","score":0.5001106262207031},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.49372610449790955},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3539429306983948},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33547502756118774},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.11397624015808105},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10723552107810974}],"concepts":[{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.8552153706550598},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8107648491859436},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7168595790863037},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.6247969269752502},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6048908829689026},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5030178427696228},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.5001106262207031},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.49372610449790955},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3539429306983948},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33547502756118774},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.11397624015808105},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10723552107810974},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/isda.2010.5687239","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isda.2010.5687239","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 10th International Conference on Intelligent Systems Design and Applications","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.261.4033","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.261.4033","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.softcomputing.net/isda2010_2.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.6299999952316284,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320330007","display_name":"Al-Azhar University","ror":"https://ror.org/05fnp1145"},{"id":"https://openalex.org/F4320332180","display_name":"Defense Advanced Research Projects Agency","ror":"https://ror.org/02caytj08"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W5731987","https://openalex.org/W56921715","https://openalex.org/W187043655","https://openalex.org/W1482807246","https://openalex.org/W1488532897","https://openalex.org/W1556024794","https://openalex.org/W1849729440","https://openalex.org/W1884606608","https://openalex.org/W1994212840","https://openalex.org/W2035513689","https://openalex.org/W2099940443","https://openalex.org/W2107409339","https://openalex.org/W2109943925","https://openalex.org/W2120617515","https://openalex.org/W2130676130","https://openalex.org/W2135946559","https://openalex.org/W2138617772","https://openalex.org/W2139212933","https://openalex.org/W2139669429","https://openalex.org/W2148603752","https://openalex.org/W2275675895","https://openalex.org/W3099514962","https://openalex.org/W3214373139","https://openalex.org/W4250857377","https://openalex.org/W6602315212","https://openalex.org/W6607543680","https://openalex.org/W6629175646","https://openalex.org/W6633310491","https://openalex.org/W6638875480","https://openalex.org/W6639223989","https://openalex.org/W6776535907","https://openalex.org/W6803782233","https://openalex.org/W7037934007","https://openalex.org/W7071374342"],"related_works":["https://openalex.org/W2387580700","https://openalex.org/W2746581472","https://openalex.org/W60934498","https://openalex.org/W2899285606","https://openalex.org/W2376886931","https://openalex.org/W2061466315","https://openalex.org/W2010561419","https://openalex.org/W2374845301","https://openalex.org/W2351448539","https://openalex.org/W1977863481"],"abstract_inverted_index":{"Intrusion":[0],"Detection":[1],"System":[2],"(IDS)":[3],"is":[4,96],"an":[5,41],"important":[6],"and":[7,14,18,53,106,112],"necessary":[8],"component":[9],"in":[10,79],"ensuring":[11],"network":[12,16],"security":[13],"protecting":[15],"resources":[17],"infrastructures.":[19],"In":[20],"this":[21],"paper,":[22],"we":[23],"effectively":[24],"introduced":[25],"intrusion":[26,104],"detection":[27,105],"system":[28,60,95],"by":[29,61],"using":[30],"Principal":[31],"Component":[32],"Analysis":[33],"(PCA)":[34],"with":[35],"Support":[36],"Vector":[37],"Machines":[38],"(SVMs)":[39],"as":[40],"approach":[42],"to":[43,73,81,98,107],"select":[44],"the":[45,51,54,57,75,83,86,93,101,109],"optimum":[46],"feature":[47],"subset.":[48],"We":[49],"verify":[50],"effectiveness":[52],"feasibility":[55],"of":[56,77,85,103],"proposed":[58,94],"IDS":[59],"several":[62],"experiments":[63],"on":[64],"NSL-KDD":[65],"dataset.":[66],"A":[67],"reduction":[68],"process":[69,102],"has":[70],"been":[71],"used":[72],"reduce":[74],"number":[76],"features":[78],"order":[80],"decrease":[82],"complexity":[84],"system.":[87],"The":[88],"experimental":[89],"results":[90],"show":[91],"that":[92],"able":[97],"speed":[99],"up":[100],"minimize":[108],"memory":[110],"space":[111],"CPU":[113],"time":[114],"cost.":[115]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":14},{"year":2021,"cited_by_count":19},{"year":2020,"cited_by_count":16},{"year":2019,"cited_by_count":12},{"year":2018,"cited_by_count":10},{"year":2017,"cited_by_count":10},{"year":2016,"cited_by_count":10},{"year":2015,"cited_by_count":9},{"year":2014,"cited_by_count":5},{"year":2013,"cited_by_count":7}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
