{"id":"https://openalex.org/W2015806863","doi":"https://doi.org/10.4304/jnw.9.12.3275-3289","title":"A Hybrid Classifier Using Reduced Signatures for Automated Soft-Failure Diagnosis in Network End-User Devices","display_name":"A Hybrid Classifier Using Reduced Signatures for Automated Soft-Failure Diagnosis in Network End-User Devices","publication_year":2014,"publication_date":"2014-12-26","ids":{"openalex":"https://openalex.org/W2015806863","doi":"https://doi.org/10.4304/jnw.9.12.3275-3289","mag":"2015806863"},"language":"en","primary_location":{"id":"doi:10.4304/jnw.9.12.3275-3289","is_oa":false,"landing_page_url":"https://doi.org/10.4304/jnw.9.12.3275-3289","pdf_url":null,"source":{"id":"https://openalex.org/S189188848","display_name":"Journal of Networks","issn_l":"1796-2056","issn":["1796-2056"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318660","host_organization_name":"Academy Publisher","host_organization_lineage":["https://openalex.org/P4310318660"],"host_organization_lineage_names":["Academy Publisher"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Networks","raw_type":"journal-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":"https://openalex.org/A5013774456","display_name":"Chathuranga Widanapathirana","orcid":null},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"C. Widanapathirana","raw_affiliation_strings":["Department of Electrical and Computer Systems Engineering, Monash University"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Systems Engineering, Monash University","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015107533","display_name":"Xiang Zhi yu Ma Zi ang","orcid":null},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"X. Ang","raw_affiliation_strings":["Department of Electrical and Computer Systems Engineering, Monash University"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Systems Engineering, Monash University","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100613888","display_name":"Jonathan Li","orcid":"https://orcid.org/0000-0001-7172-7272"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"J. C. Li","raw_affiliation_strings":["Department of Electrical and Computer Systems Engineering, Monash University"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Systems Engineering, Monash University","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072754731","display_name":"M. Ivanovich","orcid":"https://orcid.org/0000-0001-7240-1602"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"M. V. Ivanovich","raw_affiliation_strings":["Department of Electrical and Computer Systems Engineering, Monash University"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Systems Engineering, Monash University","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044845244","display_name":"Paul Fitzpatrick","orcid":"https://orcid.org/0000-0002-6018-6658"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"P. G. Fitzpatrick","raw_affiliation_strings":["Department of Electrical and Computer Systems Engineering, Monash University"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Systems Engineering, Monash University","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5097799768","display_name":"Y. A. S \u0327ekercio \u0306glu","orcid":null},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Y. A. S\u00b8ekercio\u02d8glu","raw_affiliation_strings":["Department of Electrical and Computer Systems Engineering, Monash University"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Systems Engineering, Monash University","institution_ids":["https://openalex.org/I56590836"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5013774456"],"corresponding_institution_ids":["https://openalex.org/I56590836"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.11162886,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"9","issue":"12","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9954000115394592,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9954000115394592,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9922999739646912,"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":0.9898999929428101,"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":0.9157665967941284},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.67507404088974},{"id":"https://openalex.org/keywords/end-to-end-principle","display_name":"End-to-end principle","score":0.5535597205162048},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4463879466056824},{"id":"https://openalex.org/keywords/end-user","display_name":"End user","score":0.42221730947494507},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3756047189235687},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3448501229286194},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3311094045639038},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.32498663663864136},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.323473185300827},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.18284320831298828}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9157665967941284},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.67507404088974},{"id":"https://openalex.org/C74296488","wikidata":"https://www.wikidata.org/wiki/Q2527392","display_name":"End-to-end principle","level":2,"score":0.5535597205162048},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4463879466056824},{"id":"https://openalex.org/C91262260","wikidata":"https://www.wikidata.org/wiki/Q528074","display_name":"End user","level":2,"score":0.42221730947494507},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3756047189235687},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3448501229286194},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3311094045639038},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.32498663663864136},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.323473185300827},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.18284320831298828}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.4304/jnw.9.12.3275-3289","is_oa":false,"landing_page_url":"https://doi.org/10.4304/jnw.9.12.3275-3289","pdf_url":null,"source":{"id":"https://openalex.org/S189188848","display_name":"Journal of Networks","issn_l":"1796-2056","issn":["1796-2056"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318660","host_organization_name":"Academy Publisher","host_organization_lineage":["https://openalex.org/P4310318660"],"host_organization_lineage_names":["Academy Publisher"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Networks","raw_type":"journal-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.666.5936","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.666.5936","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://ojs.academypublisher.com/index.php/jnw/article/viewFile/jnw091232753289/10543/","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1497671498","https://openalex.org/W1964793108","https://openalex.org/W1974097586","https://openalex.org/W1981882564","https://openalex.org/W2006111252","https://openalex.org/W2022661645","https://openalex.org/W2026852906","https://openalex.org/W2044831481","https://openalex.org/W2057639824","https://openalex.org/W2089694383","https://openalex.org/W2094013293","https://openalex.org/W2104865026","https://openalex.org/W2121647436","https://openalex.org/W2128305159","https://openalex.org/W2131389289","https://openalex.org/W2133180260","https://openalex.org/W2155227261","https://openalex.org/W2162945174","https://openalex.org/W2164651552","https://openalex.org/W3101938661","https://openalex.org/W3160780598","https://openalex.org/W6605154018","https://openalex.org/W6675842968","https://openalex.org/W6683142720"],"related_works":["https://openalex.org/W4299590256","https://openalex.org/W2951281592","https://openalex.org/W2166381389","https://openalex.org/W4284893874","https://openalex.org/W3163634122","https://openalex.org/W2919182614","https://openalex.org/W333503034","https://openalex.org/W2054736184","https://openalex.org/W3159728998","https://openalex.org/W2677083173"],"abstract_inverted_index":{"Abstract\u2014We":[0],"present":[1],"an":[2],"automated":[3],"system":[4,31,59,74,135],"for":[5,84,192],"the":[6,29,46,58,65,89,99,107,152],"diagnosis":[7,183,213],"of":[8,48,51,92,106,157,171,216],"both":[9,175],"known":[10],"and":[11,42,177,182,211],"unknown":[12,37],"soft-failures":[13],"in":[14,32,57,113],"end-user":[15],"de-vices":[16],"(UDs).":[17],"Known":[18],"faults":[19,38,68],"that":[20,111,122,151],"cause":[21],"network":[22,109,142],"performance":[23],"degradation":[24],"are":[25,39],"used":[26,56],"to":[27,44,69,78,88,97,129,159,186,204],"train":[28],"classifier-based":[30],"a":[33,119,139,168,207],"supervised":[34,54],"manner":[35],"while":[36],"automatically":[40],"detected":[41,67],"clustered":[43],"identify":[45],"existence":[47],"new":[49],"categories":[50],"soft-failures.":[52],"The":[53,73,134,148],"classifier":[55],"can":[60],"be":[61],"retrained":[62],"by":[63,164],"including":[64],"newly":[66],"enhance":[70,131],"its":[71],"performance.":[72,133],"uses":[75],"460":[76],"features":[77],"construct":[79],"Normalized":[80],"Sta-tistical":[81],"Signatures":[82],"(NSSs)":[83],"fault":[85],"characterization.":[86],"Due":[87],"high":[90],"dimensionality":[91,169],"NSSs,":[93],"EigenNSS":[94,176,205],"was":[95,162],"proposed":[96],"reduce":[98],"complexity":[100],"without":[101],"losing":[102],"important":[103],"information.":[104],"Because":[105],"natural":[108],"inconsistencies":[110],"exist":[112],"communication":[114],"links,":[115],"we":[116],"propose":[117],"FisherNSS,":[118],"reduced":[120],"signature":[121],"provides":[123],"improved":[124],"linear":[125],"separability":[126],"between":[127],"classes":[128],"further":[130],"classification":[132,155],"is":[136],"evaluated":[137],"over":[138],"live":[140],"campus":[141],"using":[143,165],"17":[144],"emulated":[145],"UD":[146],"faults.":[147],"results":[149],"show":[150],"best":[153],"overall":[154],"accuracy":[156,210],"up":[158],"97":[160],"%":[161],"achieved":[163],"FisherNSS":[166,178,202],"with":[167],"reduction":[170],"96.74%.":[172],"In":[173],"comparison,":[174],"have":[179],"faster":[180],"training":[181],"time":[184,198,214],"compared":[185,203],"NSS,":[187],"which":[188],"makes":[189],"them":[190],"suitable":[191],"on-demand":[193],"as":[194,196],"well":[195],"real":[197],"diagnostic":[199,209],"applications.":[200],"Furthermore,":[201],"has":[206],"higher":[208],"quicker":[212],"(order":[215],"microseconds).":[217],"I.":[218]},"counts_by_year":[{"year":2020,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}