{"id":"https://openalex.org/W2019218368","doi":"https://doi.org/10.1109/drcn.2009.5340032","title":"Darkstar: Using exploratory data mining to raise the bar on network reliability and performance","display_name":"Darkstar: Using exploratory data mining to raise the bar on network reliability and performance","publication_year":2009,"publication_date":"2009-10-01","ids":{"openalex":"https://openalex.org/W2019218368","doi":"https://doi.org/10.1109/drcn.2009.5340032","mag":"2019218368"},"language":"en","primary_location":{"id":"doi:10.1109/drcn.2009.5340032","is_oa":false,"landing_page_url":"https://doi.org/10.1109/drcn.2009.5340032","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2009 7th International Workshop on Design of Reliable Communication Networks","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":"https://openalex.org/A5068255100","display_name":"Charles Kalmanek","orcid":null},"institutions":[{"id":"https://openalex.org/I1283103587","display_name":"AT&T (United States)","ror":"https://ror.org/02bbd5539","country_code":"US","type":"company","lineage":["https://openalex.org/I1283103587"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Charles R. Kalmanek","raw_affiliation_strings":["Networking and Services Research AT&T Labs, NJ","Networking and Services Research, AT and T Laboratories, Florham Park, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Networking and Services Research AT&T Labs, NJ","institution_ids":["https://openalex.org/I1283103587"]},{"raw_affiliation_string":"Networking and Services Research, AT and T Laboratories, Florham Park, NJ, USA","institution_ids":["https://openalex.org/I1283103587"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085209732","display_name":"Ihui Ge","orcid":null},"institutions":[{"id":"https://openalex.org/I1283103587","display_name":"AT&T (United States)","ror":"https://ror.org/02bbd5539","country_code":"US","type":"company","lineage":["https://openalex.org/I1283103587"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ihui Ge","raw_affiliation_strings":["Networking and Services Research AT&T Labs, NJ","Networking and Services Research, AT and T Laboratories, Florham Park, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Networking and Services Research AT&T Labs, NJ","institution_ids":["https://openalex.org/I1283103587"]},{"raw_affiliation_string":"Networking and Services Research, AT and T Laboratories, Florham Park, NJ, USA","institution_ids":["https://openalex.org/I1283103587"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101677435","display_name":"Seungjoon Lee","orcid":"https://orcid.org/0000-0002-1714-7418"},"institutions":[{"id":"https://openalex.org/I1283103587","display_name":"AT&T (United States)","ror":"https://ror.org/02bbd5539","country_code":"US","type":"company","lineage":["https://openalex.org/I1283103587"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Seungjoon Lee","raw_affiliation_strings":["Networking and Services Research AT&T Labs, NJ","Networking and Services Research, AT and T Laboratories, Florham Park, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Networking and Services Research AT&T Labs, NJ","institution_ids":["https://openalex.org/I1283103587"]},{"raw_affiliation_string":"Networking and Services Research, AT and T Laboratories, Florham Park, NJ, USA","institution_ids":["https://openalex.org/I1283103587"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022565251","display_name":"Carsten Lund","orcid":null},"institutions":[{"id":"https://openalex.org/I1283103587","display_name":"AT&T (United States)","ror":"https://ror.org/02bbd5539","country_code":"US","type":"company","lineage":["https://openalex.org/I1283103587"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Carsten Lund","raw_affiliation_strings":["Networking and Services Research AT&T Labs, NJ","Networking and Services Research, AT and T Laboratories, Florham Park, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Networking and Services Research AT&T Labs, NJ","institution_ids":["https://openalex.org/I1283103587"]},{"raw_affiliation_string":"Networking and Services Research, AT and T Laboratories, Florham Park, NJ, USA","institution_ids":["https://openalex.org/I1283103587"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046419834","display_name":"Dan Pei","orcid":"https://orcid.org/0000-0002-5113-838X"},"institutions":[{"id":"https://openalex.org/I1283103587","display_name":"AT&T (United States)","ror":"https://ror.org/02bbd5539","country_code":"US","type":"company","lineage":["https://openalex.org/I1283103587"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"D an Pei","raw_affiliation_strings":["Networking and Services Research AT&T Labs, NJ","Networking and Services Research, AT and T Laboratories, Florham Park, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Networking and Services Research AT&T Labs, NJ","institution_ids":["https://openalex.org/I1283103587"]},{"raw_affiliation_string":"Networking and Services Research, AT and T Laboratories, Florham Park, NJ, USA","institution_ids":["https://openalex.org/I1283103587"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009872659","display_name":"Joseph Seidel","orcid":null},"institutions":[{"id":"https://openalex.org/I1283103587","display_name":"AT&T (United States)","ror":"https://ror.org/02bbd5539","country_code":"US","type":"company","lineage":["https://openalex.org/I1283103587"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joseph Seidel","raw_affiliation_strings":["Networking and Services Research AT&T Labs, NJ","Networking and Services Research, AT and T Laboratories, Florham Park, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Networking and Services Research AT&T Labs, NJ","institution_ids":["https://openalex.org/I1283103587"]},{"raw_affiliation_string":"Networking and Services Research, AT and T Laboratories, Florham Park, NJ, USA","institution_ids":["https://openalex.org/I1283103587"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076342321","display_name":"Jacobus Van der Merwe","orcid":"https://orcid.org/0000-0001-5148-8278"},"institutions":[{"id":"https://openalex.org/I1283103587","display_name":"AT&T (United States)","ror":"https://ror.org/02bbd5539","country_code":"US","type":"company","lineage":["https://openalex.org/I1283103587"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jacobus van der Merwe","raw_affiliation_strings":["Networking and Services Research AT&T Labs, NJ","Networking and Services Research, AT and T Laboratories, Florham Park, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Networking and Services Research AT&T Labs, NJ","institution_ids":["https://openalex.org/I1283103587"]},{"raw_affiliation_string":"Networking and Services Research, AT and T Laboratories, Florham Park, NJ, USA","institution_ids":["https://openalex.org/I1283103587"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090362770","display_name":"Jennifer Ates","orcid":null},"institutions":[{"id":"https://openalex.org/I1283103587","display_name":"AT&T (United States)","ror":"https://ror.org/02bbd5539","country_code":"US","type":"company","lineage":["https://openalex.org/I1283103587"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jennifer Ates","raw_affiliation_strings":["Networking and Services Research AT&T Labs, NJ"],"affiliations":[{"raw_affiliation_string":"Networking and Services Research AT&T Labs, NJ","institution_ids":["https://openalex.org/I1283103587"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5068255100"],"corresponding_institution_ids":["https://openalex.org/I1283103587"],"apc_list":null,"apc_paid":null,"fwci":5.4856,"has_fulltext":false,"cited_by_count":32,"citation_normalized_percentile":{"value":0.96026818,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"28","issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9998999834060669,"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/T12127","display_name":"Software System Performance and Reliability","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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9922999739646912,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.9878000020980835,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/troubleshooting","display_name":"Troubleshooting","score":0.7577905058860779},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7136138677597046},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.6858642101287842},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5894071459770203},{"id":"https://openalex.org/keywords/service-provider","display_name":"Service provider","score":0.5381029844284058},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.48619598150253296},{"id":"https://openalex.org/keywords/network-management","display_name":"Network management","score":0.45022648572921753},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.24001547694206238},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.22782784700393677},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.21884247660636902}],"concepts":[{"id":"https://openalex.org/C147494362","wikidata":"https://www.wikidata.org/wiki/Q2078905","display_name":"Troubleshooting","level":2,"score":0.7577905058860779},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7136138677597046},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.6858642101287842},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5894071459770203},{"id":"https://openalex.org/C116537","wikidata":"https://www.wikidata.org/wiki/Q2169973","display_name":"Service provider","level":3,"score":0.5381029844284058},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.48619598150253296},{"id":"https://openalex.org/C129763632","wikidata":"https://www.wikidata.org/wiki/Q1454667","display_name":"Network management","level":2,"score":0.45022648572921753},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.24001547694206238},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.22782784700393677},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.21884247660636902},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/drcn.2009.5340032","is_oa":false,"landing_page_url":"https://doi.org/10.1109/drcn.2009.5340032","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2009 7th International Workshop on Design of Reliable Communication Networks","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6399999856948853,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2060161902","https://openalex.org/W2100565272","https://openalex.org/W2107647422","https://openalex.org/W2122315991","https://openalex.org/W2126405515","https://openalex.org/W2166484593","https://openalex.org/W6678438541"],"related_works":["https://openalex.org/W3013479934","https://openalex.org/W4318325534","https://openalex.org/W4240398146","https://openalex.org/W2467308209","https://openalex.org/W2913357653","https://openalex.org/W1981753479","https://openalex.org/W4210597238","https://openalex.org/W4312489236","https://openalex.org/W4238338086","https://openalex.org/W4205094947"],"abstract_inverted_index":{"Networks":[0],"have":[1],"become":[2],"a":[3],"critical":[4],"infrastructure,":[5],"and":[6,28,38,62,83],"performance":[7,27],"requirements":[8],"for":[9],"network-based":[10],"applications":[11,93],"are":[12,42,54,95],"becoming":[13],"increasingly":[14],"stringent.":[15],"This":[16,66],"trend":[17],"challenges":[18,78],"service":[19,39],"providers":[20,46],"to":[21,47,75,103],"raise":[22],"the":[23,26,57,69,100,105,108],"bar":[24],"on":[25,97],"reliability":[29],"of":[30,59,91,99,107],"network":[31,37,60],"services.":[32],"To":[33],"achieve":[34],"this,":[35],"new":[36],"management":[40],"systems":[41],"needed":[43],"that":[44,53,94],"enable":[45],"continually":[48],"improve":[49],"performance,":[50],"identify":[51],"issues":[52],"flying":[55],"under":[56],"radar":[58],"operations,":[61],"troubleshoot":[63],"complex":[64],"issues.":[65],"paper":[67],"presents":[68],"Darkstar":[70,101],"system,":[71],"which":[72],"allows":[73],"analysts":[74],"address":[76],"these":[77],"using":[79],"exploratory":[80],"data":[81],"mining":[82],"sophisticated":[84],"correlation":[85],"tools.":[86],"We":[87],"present":[88],"an":[89],"overview":[90],"key":[92],"built":[96],"top":[98],"system":[102],"illustrate":[104],"power":[106],"approach.":[109]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":4},{"year":2013,"cited_by_count":4},{"year":2012,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
