{"id":"https://openalex.org/W2063410326","doi":"https://doi.org/10.1109/icc.2012.6364088","title":"Anomaly detection using DSNS and Firefly Harmonic Clustering Algorithm","display_name":"Anomaly detection using DSNS and Firefly Harmonic Clustering Algorithm","publication_year":2012,"publication_date":"2012-06-01","ids":{"openalex":"https://openalex.org/W2063410326","doi":"https://doi.org/10.1109/icc.2012.6364088","mag":"2063410326"},"language":"en","primary_location":{"id":"doi:10.1109/icc.2012.6364088","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc.2012.6364088","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE International Conference on Communications (ICC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5050430538","display_name":"Mario H. A. C. Adaniya","orcid":null},"institutions":[{"id":"https://openalex.org/I127110123","display_name":"Universidade Estadual de Londrina","ror":"https://ror.org/01585b035","country_code":"BR","type":"education","lineage":["https://openalex.org/I127110123"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Mario H. A. C. Adaniya","raw_affiliation_strings":["Department of Computer Science, State University of Londrina (UEL), Londrina, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, State University of Londrina (UEL), Londrina, Brazil","institution_ids":["https://openalex.org/I127110123"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078664607","display_name":"Mois\u00e9s F. Lima","orcid":null},"institutions":[{"id":"https://openalex.org/I127110123","display_name":"Universidade Estadual de Londrina","ror":"https://ror.org/01585b035","country_code":"BR","type":"education","lineage":["https://openalex.org/I127110123"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Moises F. Lima","raw_affiliation_strings":["Department of Computer Science, State University of Londrina (UEL), Londrina, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, State University of Londrina (UEL), Londrina, Brazil","institution_ids":["https://openalex.org/I127110123"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076776322","display_name":"Joel J. P. C. Rodrigues","orcid":"https://orcid.org/0000-0001-8657-3800"},"institutions":[{"id":"https://openalex.org/I161321875","display_name":"University of Beira Interior","ror":"https://ror.org/03nf36p02","country_code":"PT","type":"education","lineage":["https://openalex.org/I161321875"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Joel J. P. C. Rodrigues","raw_affiliation_strings":["Institute de Telecomunica\u00e7\u00f5es, University of Beira Interior, Covilh\u00e3, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute de Telecomunica\u00e7\u00f5es, University of Beira Interior, Covilh\u00e3, Portugal","institution_ids":["https://openalex.org/I161321875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026516878","display_name":"Taufik Abr\u00e3o","orcid":"https://orcid.org/0000-0001-8678-2805"},"institutions":[{"id":"https://openalex.org/I127110123","display_name":"Universidade Estadual de Londrina","ror":"https://ror.org/01585b035","country_code":"BR","type":"education","lineage":["https://openalex.org/I127110123"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Taufik Abrao","raw_affiliation_strings":["Department of Computer Science, State University of Londrina (UEL), Londrina, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, State University of Londrina (UEL), Londrina, Brazil","institution_ids":["https://openalex.org/I127110123"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046936081","display_name":"M\u00e1rio Lemes Proen\u00e7a","orcid":"https://orcid.org/0000-0002-0492-322X"},"institutions":[{"id":"https://openalex.org/I127110123","display_name":"Universidade Estadual de Londrina","ror":"https://ror.org/01585b035","country_code":"BR","type":"education","lineage":["https://openalex.org/I127110123"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Mario Lemes Proenca","raw_affiliation_strings":["Department of Computer Science, State University of Londrina (UEL), Londrina, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, State University of Londrina (UEL), Londrina, Brazil","institution_ids":["https://openalex.org/I127110123"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"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":1.0,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9991000294685364,"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/firefly-algorithm","display_name":"Firefly algorithm","score":0.8124545216560364},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7931877374649048},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.6209058165550232},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.5719671845436096},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5708493590354919},{"id":"https://openalex.org/keywords/firefly-protocol","display_name":"Firefly protocol","score":0.4964049458503723},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4551111161708832},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3797060549259186},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3630009889602661},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3585473895072937},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.19736075401306152},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08296182751655579}],"concepts":[{"id":"https://openalex.org/C154982244","wikidata":"https://www.wikidata.org/wiki/Q5451844","display_name":"Firefly algorithm","level":3,"score":0.8124545216560364},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7931877374649048},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6209058165550232},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.5719671845436096},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5708493590354919},{"id":"https://openalex.org/C107477482","wikidata":"https://www.wikidata.org/wiki/Q22570039","display_name":"Firefly protocol","level":2,"score":0.4964049458503723},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4551111161708832},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3797060549259186},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3630009889602661},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3585473895072937},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.19736075401306152},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08296182751655579},{"id":"https://openalex.org/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"score":0.0},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.0},{"id":"https://openalex.org/C90856448","wikidata":"https://www.wikidata.org/wiki/Q431","display_name":"Zoology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icc.2012.6364088","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc.2012.6364088","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE International Conference on Communications (ICC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321091","display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior","ror":"https://ror.org/00x0ma614"},{"id":"https://openalex.org/F4320322025","display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","ror":"https://ror.org/03swz6y49"},{"id":"https://openalex.org/F4320322771","display_name":"Secret\u00e1rio de Ci\u00eancia, Tecnologia e Ensino Superior, Governo do Estado de Parana","ror":"https://ror.org/05nyhnc56"},{"id":"https://openalex.org/F4320322772","display_name":"Funda\u00e7\u00e3o Arauc\u00e1ria","ror":"https://ror.org/02r7nkw81"},{"id":"https://openalex.org/F4320328988","display_name":"Instituto de Telecomunica\u00e7\u00f5es","ror":"https://ror.org/02ht4fk33"},{"id":"https://openalex.org/F4320334779","display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia","ror":"https://ror.org/00snfqn58"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1516208588","https://openalex.org/W1585653628","https://openalex.org/W1596914020","https://openalex.org/W2007087405","https://openalex.org/W2025414970","https://openalex.org/W2072545917","https://openalex.org/W2073514769","https://openalex.org/W2122646361","https://openalex.org/W2127598756","https://openalex.org/W2131748654","https://openalex.org/W2140519269","https://openalex.org/W2153919695","https://openalex.org/W2158698691","https://openalex.org/W2158844415","https://openalex.org/W2535632265","https://openalex.org/W2542991588","https://openalex.org/W6630894455","https://openalex.org/W6634902005"],"related_works":["https://openalex.org/W2222304693","https://openalex.org/W4200439108","https://openalex.org/W2940563633","https://openalex.org/W2490269892","https://openalex.org/W2757862489","https://openalex.org/W2411884393","https://openalex.org/W2138097482","https://openalex.org/W2984874436","https://openalex.org/W2912808862","https://openalex.org/W2890875110"],"abstract_inverted_index":{"The":[0],"networks":[1],"are":[2],"becoming":[3],"an":[4,33],"essential":[5],"part":[6],"of":[7,55,69],"society":[8],"life":[9],"and":[10,31,61,74,83,96],"anomalies":[11],"may":[12],"represent":[13],"a":[14,37,89],"loss":[15],"in":[16],"network":[17,47],"performance.":[18],"Modeling":[19],"the":[20,28,52,56,66,92],"traffic":[21,76],"behavior":[22,29],"pattern":[23],"is":[24,79],"possible":[25,80],"to":[26,81],"predict":[27],"expected":[30],"characterize":[32],"anomaly.":[34],"We":[35],"proposed":[36],"hybrid":[38],"clustering":[39],"algorithm,":[40],"Firefly":[41,62],"Harmonic":[42],"Clustering":[43],"Algorithm":[44,63],"(FHCA),":[45],"for":[46],"volume":[48],"anomaly":[49],"detection":[50],"by":[51],"combined":[53],"forces":[54],"algorithms":[57],"K-Harmonic":[58],"means":[59],"(KHM)":[60],"(FA).":[64],"Processing":[65],"Digital":[67],"Signature":[68],"Network":[70],"Segment":[71],"(DSNS)":[72],"data":[73],"real":[75],"data,":[77],"it":[78],"detect":[82],"point":[84],"intervals":[85],"considered":[86],"anomalous":[87],"with":[88],"trade-off":[90],"between":[91],"80%":[93],"true-positive":[94],"rate":[95],"20%":[97],"false-positive":[98],"rate.":[99]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":4},{"year":2013,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}