{"id":"https://openalex.org/W2130503417","doi":"https://doi.org/10.1109/healthcom.2013.6720740","title":"Digital Signature of Network Segment using PCA, ACO and Holt-Winters for network management","display_name":"Digital Signature of Network Segment using PCA, ACO and Holt-Winters for network management","publication_year":2013,"publication_date":"2013-10-01","ids":{"openalex":"https://openalex.org/W2130503417","doi":"https://doi.org/10.1109/healthcom.2013.6720740","mag":"2130503417"},"language":"en","primary_location":{"id":"doi:10.1109/healthcom.2013.6720740","is_oa":false,"landing_page_url":"https://doi.org/10.1109/healthcom.2013.6720740","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE 15th International Conference on e-Health Networking, Applications and Services (Healthcom 2013)","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/A5053943069","display_name":"Luiz F. Carvalho","orcid":"https://orcid.org/0000-0002-3982-0917"},"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":"Luiz F. Carvalho","raw_affiliation_strings":["Computer Science Departament, State University of Londrina (UEL), Londrina, Brazil","Computer Science Department, State University of Londrina (UEL), Londrina, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Departament, State University of Londrina (UEL), Londrina, Brazil","institution_ids":["https://openalex.org/I127110123"]},{"raw_affiliation_string":"Computer Science Department, State University of Londrina (UEL), Londrina, Brazil","institution_ids":["https://openalex.org/I127110123"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000585091","display_name":"Marcos V. O. de Assis","orcid":"https://orcid.org/0000-0002-3145-5839"},"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":"Marcos V. O. de Assis","raw_affiliation_strings":["Computer Science Departament, State University of Londrina (UEL), Londrina, Brazil","Computer Science Department, State University of Londrina (UEL), Londrina, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Departament, State University of Londrina (UEL), Londrina, Brazil","institution_ids":["https://openalex.org/I127110123"]},{"raw_affiliation_string":"Computer Science Department, State University of Londrina (UEL), Londrina, Brazil","institution_ids":["https://openalex.org/I127110123"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111932644","display_name":"F. Gilberto","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":"F. Gilberto","raw_affiliation_strings":["Computer Science Departament, State University of Londrina (UEL), Londrina, Brazil","Computer Science Department, State University of Londrina (UEL), Londrina, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Departament, State University of Londrina (UEL), Londrina, Brazil","institution_ids":["https://openalex.org/I127110123"]},{"raw_affiliation_string":"Computer Science Department, 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"]},{"id":"https://openalex.org/I4210120471","display_name":"Instituto de Telecomunica\u00e7\u00f5es","ror":"https://ror.org/02ht4fk33","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210120471"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Joel J. P. C. Rodrigues","raw_affiliation_strings":["Instituto de Telecomunica\u00e7\u00f5es, University of Beira Interior, Covilh\u00e3, Portugal","Inst. de Telecomun., Univ. of Beira Interior, Covilha\u0303, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto de Telecomunica\u00e7\u00f5es, University of Beira Interior, Covilh\u00e3, Portugal","institution_ids":["https://openalex.org/I161321875","https://openalex.org/I4210120471"]},{"raw_affiliation_string":"Inst. de Telecomun., Univ. of Beira Interior, Covilha\u0303, Portugal","institution_ids":["https://openalex.org/I161321875"]}]},{"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":["Computer Science Departament, State University of Londrina (UEL), Londrina, Brazil","Computer Science Department, State University of Londrina (UEL), Londrina, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Departament, State University of Londrina (UEL), Londrina, Brazil","institution_ids":["https://openalex.org/I127110123"]},{"raw_affiliation_string":"Computer Science Department, State University of Londrina (UEL), Londrina, Brazil","institution_ids":["https://openalex.org/I127110123"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"564","last_page":"568"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9944000244140625,"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"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9944000244140625,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9787999987602234,"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.977400004863739,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/computer-science","display_name":"Computer science","score":0.7623959183692932},{"id":"https://openalex.org/keywords/ant-colony-optimization-algorithms","display_name":"Ant colony optimization algorithms","score":0.6575654745101929},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6018378734588623},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.588534414768219},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.5825431942939758},{"id":"https://openalex.org/keywords/signature","display_name":"Signature (topology)","score":0.5224161148071289},{"id":"https://openalex.org/keywords/network-management","display_name":"Network management","score":0.5123835206031799},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46174389123916626},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.4167357087135315},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.16308429837226868}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7623959183692932},{"id":"https://openalex.org/C40128228","wikidata":"https://www.wikidata.org/wiki/Q460851","display_name":"Ant colony optimization algorithms","level":2,"score":0.6575654745101929},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6018378734588623},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.588534414768219},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.5825431942939758},{"id":"https://openalex.org/C2779696439","wikidata":"https://www.wikidata.org/wiki/Q7512811","display_name":"Signature (topology)","level":2,"score":0.5224161148071289},{"id":"https://openalex.org/C129763632","wikidata":"https://www.wikidata.org/wiki/Q1454667","display_name":"Network management","level":2,"score":0.5123835206031799},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46174389123916626},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.4167357087135315},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.16308429837226868},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/healthcom.2013.6720740","is_oa":false,"landing_page_url":"https://doi.org/10.1109/healthcom.2013.6720740","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE 15th International Conference on e-Health Networking, Applications and Services (Healthcom 2013)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.44999998807907104}],"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/F4320324953","display_name":"Universidade Federal do Paran\u00e1","ror":null},{"id":"https://openalex.org/F4320328988","display_name":"Instituto de Telecomunica\u00e7\u00f5es","ror":"https://ror.org/02ht4fk33"},{"id":"https://openalex.org/F4320331167","display_name":"Universidade Tecnol\u00f3gica Federal do Paran\u00e1","ror":"https://ror.org/002v2kq79"},{"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":17,"referenced_works":["https://openalex.org/W1526189108","https://openalex.org/W1534408902","https://openalex.org/W1573676079","https://openalex.org/W1986405081","https://openalex.org/W1987971958","https://openalex.org/W2001414605","https://openalex.org/W2003602392","https://openalex.org/W2058084651","https://openalex.org/W2075019468","https://openalex.org/W2110319394","https://openalex.org/W2121511513","https://openalex.org/W2129976399","https://openalex.org/W2157578436","https://openalex.org/W2294798173","https://openalex.org/W4246524285","https://openalex.org/W4292083457","https://openalex.org/W6679589109"],"related_works":["https://openalex.org/W2357124094","https://openalex.org/W2387399993","https://openalex.org/W1611875833","https://openalex.org/W1547053391","https://openalex.org/W1588949866","https://openalex.org/W1521781013","https://openalex.org/W2109848272","https://openalex.org/W1975009952","https://openalex.org/W2300590294","https://openalex.org/W46882622"],"abstract_inverted_index":{"The":[0,103],"practicality":[1],"and":[2,20,86,97,112],"convenience":[3],"provided":[4],"by":[5],"computer":[6],"networks":[7,55],"made":[8],"them":[9],"indispensable,":[10],"which":[11],"resulted":[12],"on":[13],"their":[14],"continuous":[15],"growth":[16],"both":[17],"in":[18],"size":[19],"complexity.":[21],"Traffic":[22],"monitoring":[23],"became":[24],"an":[25],"arduous":[26],"work,":[27],"requiring":[28],"autonomic":[29],"mechanisms":[30],"to":[31,52,66],"describe":[32],"the":[33,54,73,80,100,118],"network's":[34,119],"normal":[35],"behavior.":[36],"Thus,":[37],"we":[38],"introduce":[39],"Digital":[40],"Signature":[41],"of":[42,69,99,109],"Network":[43],"Segment":[44],"using":[45],"Flow":[46],"Analysis":[47,78],"(DSNSF)":[48],"as":[49],"a":[50,106],"mechanism":[51],"assist":[53],"management":[56],"through":[57],"traffic":[58,95,120],"characterization.":[59],"For":[60],"this":[61],"purpose,":[62],"three":[63],"methods":[64],"belonging":[65],"different":[67],"groups":[68],"algorithms":[70],"are":[71],"used:":[72],"statistical":[74],"procedure":[75],"Principal":[76],"Component":[77],"(PCA),":[79],"Ant":[81],"Colony":[82],"Optimization":[83],"(ACO)":[84],"metaheuristic":[85],"Holt-Winters":[87],"forecasting":[88],"method.":[89],"We":[90],"use":[91],"real":[92],"data":[93],"for":[94],"characterization":[96],"evaluation":[98],"proposed":[101],"methods.":[102],"results":[104],"demonstrate":[105],"good":[107],"adaptability":[108],"these":[110],"methods,":[111],"that":[113],"generated":[114],"DSNSFs":[115],"can":[116],"characterize":[117],"effectively.":[121]},"counts_by_year":[{"year":2014,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
