{"id":"https://openalex.org/W1893205804","doi":"https://doi.org/10.1109/vizsec.2015.7312767","title":"A visual analytics loop for supporting model development","display_name":"A visual analytics loop for supporting model development","publication_year":2015,"publication_date":"2015-10-25","ids":{"openalex":"https://openalex.org/W1893205804","doi":"https://doi.org/10.1109/vizsec.2015.7312767","mag":"1893205804"},"language":"en","primary_location":{"id":"doi:10.1109/vizsec.2015.7312767","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vizsec.2015.7312767","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE Symposium on Visualization for Cyber Security (VizSec)","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/A5047314988","display_name":"Simon Walton","orcid":"https://orcid.org/0000-0002-3118-4434"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Simon Walton","raw_affiliation_strings":["Oxford University"],"affiliations":[{"raw_affiliation_string":"Oxford University","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075052652","display_name":"Eamonn Maguire","orcid":"https://orcid.org/0000-0002-7277-7834"},"institutions":[{"id":"https://openalex.org/I67311998","display_name":"European Organization for Nuclear Research","ror":"https://ror.org/01ggx4157","country_code":"CH","type":"facility","lineage":["https://openalex.org/I67311998"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Eamonn Maguire","raw_affiliation_strings":["CERN","CERN > > > >  >  >"],"affiliations":[{"raw_affiliation_string":"CERN","institution_ids":["https://openalex.org/I67311998"]},{"raw_affiliation_string":"CERN > > > >  >  >","institution_ids":["https://openalex.org/I67311998"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100337209","display_name":"Min Chen","orcid":"https://orcid.org/0000-0002-0960-4447"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Min Chen","raw_affiliation_strings":["Oxford University"],"affiliations":[{"raw_affiliation_string":"Oxford University","institution_ids":["https://openalex.org/I40120149"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5047314988"],"corresponding_institution_ids":["https://openalex.org/I40120149"],"apc_list":null,"apc_paid":null,"fwci":1.3993,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.83612377,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9983999729156494,"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":0.9983999729156494,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10799","display_name":"Data Visualization and Analytics","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/software-deployment","display_name":"Software deployment","score":0.8242882490158081},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7884408235549927},{"id":"https://openalex.org/keywords/agile-software-development","display_name":"Agile software development","score":0.713218629360199},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.685297429561615},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6497032046318054},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.6195985078811646},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.6090841889381409},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5328942537307739},{"id":"https://openalex.org/keywords/insider","display_name":"Insider","score":0.4579741656780243},{"id":"https://openalex.org/keywords/insider-threat","display_name":"Insider threat","score":0.44436460733413696},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.43384796380996704},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.4305621087551117},{"id":"https://openalex.org/keywords/software-analytics","display_name":"Software analytics","score":0.4227624833583832},{"id":"https://openalex.org/keywords/development","display_name":"Development (topology)","score":0.41209501028060913},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.35323449969291687},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.35179173946380615},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.3302629590034485},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2373245358467102},{"id":"https://openalex.org/keywords/software-development-process","display_name":"Software development process","score":0.20071369409561157},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18880173563957214}],"concepts":[{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.8242882490158081},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7884408235549927},{"id":"https://openalex.org/C14185376","wikidata":"https://www.wikidata.org/wiki/Q30232","display_name":"Agile software development","level":2,"score":0.713218629360199},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.685297429561615},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6497032046318054},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.6195985078811646},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.6090841889381409},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5328942537307739},{"id":"https://openalex.org/C2778971194","wikidata":"https://www.wikidata.org/wiki/Q1664551","display_name":"Insider","level":2,"score":0.4579741656780243},{"id":"https://openalex.org/C2776633304","wikidata":"https://www.wikidata.org/wiki/Q6038026","display_name":"Insider threat","level":3,"score":0.44436460733413696},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.43384796380996704},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.4305621087551117},{"id":"https://openalex.org/C171981572","wikidata":"https://www.wikidata.org/wiki/Q7554239","display_name":"Software analytics","level":5,"score":0.4227624833583832},{"id":"https://openalex.org/C2776542497","wikidata":"https://www.wikidata.org/wiki/Q5266672","display_name":"Development (topology)","level":2,"score":0.41209501028060913},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.35323449969291687},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.35179173946380615},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.3302629590034485},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2373245358467102},{"id":"https://openalex.org/C180152950","wikidata":"https://www.wikidata.org/wiki/Q2904257","display_name":"Software development process","level":4,"score":0.20071369409561157},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18880173563957214},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/vizsec.2015.7312767","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vizsec.2015.7312767","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE Symposium on Visualization for Cyber Security (VizSec)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W3001634","https://openalex.org/W34732858","https://openalex.org/W1576154654","https://openalex.org/W1592090113","https://openalex.org/W1594453896","https://openalex.org/W1655845646","https://openalex.org/W1733512676","https://openalex.org/W1966335190","https://openalex.org/W1969745267","https://openalex.org/W1973968636","https://openalex.org/W1992896169","https://openalex.org/W2009548921","https://openalex.org/W2016206946","https://openalex.org/W2023978159","https://openalex.org/W2028770253","https://openalex.org/W2031366272","https://openalex.org/W2085305295","https://openalex.org/W2089741653","https://openalex.org/W2095627337","https://openalex.org/W2096164952","https://openalex.org/W2110523863","https://openalex.org/W2112006049","https://openalex.org/W2114488082","https://openalex.org/W2122646361","https://openalex.org/W2127533281","https://openalex.org/W2137009118","https://openalex.org/W2150219914","https://openalex.org/W2151514706","https://openalex.org/W2156204309","https://openalex.org/W2169820258","https://openalex.org/W2399142208","https://openalex.org/W2532274934","https://openalex.org/W2541239357","https://openalex.org/W4230979568","https://openalex.org/W4234360735","https://openalex.org/W6634785387","https://openalex.org/W6635409250","https://openalex.org/W6635668259","https://openalex.org/W6637829518","https://openalex.org/W6642784212","https://openalex.org/W6712985527"],"related_works":["https://openalex.org/W2766781562","https://openalex.org/W4205304595","https://openalex.org/W2979782961","https://openalex.org/W308359497","https://openalex.org/W1499596878","https://openalex.org/W3136170567","https://openalex.org/W2947769183","https://openalex.org/W2018332730","https://openalex.org/W4387194049","https://openalex.org/W2286217954"],"abstract_inverted_index":{"Threats":[0],"in":[1,4,47,117,145],"cybersecurity":[2],"come":[3],"a":[5,15,72,120],"variety":[6],"of":[7,18,81,90,93,107,114,143],"forms,":[8],"and":[9,97,110,141],"combating":[10],"such":[11],"threats":[12],"involves":[13],"handling":[14],"huge":[16],"amount":[17],"data":[19],"from":[20,43],"different":[21,105],"sources.":[22],"It":[23],"is":[24,55],"absolutely":[25],"necessary":[26],"to":[27,31,41,60,138],"use":[28],"algorithmic":[29],"models":[30,38,50,64,82,144],"defend":[32],"against":[33],"these":[34],"threats.":[35],"However,":[36],"all":[37],"are":[39,65],"sensitive":[40],"deviation":[42],"the":[44,49,78,88,100,112,139],"original":[45],"contexts":[46],"which":[48],"were":[51],"developed.":[52],"Hence,":[53],"it":[54],"not":[56],"really":[57],"an":[58,135],"overstatement":[59],"say":[61],"that":[62],"`all":[63],"wrong'.":[66],"In":[67,129],"this":[68,115],"paper,":[69],"we":[70],"propose":[71],"visual":[73],"analytics":[74],"loop":[75],"for":[76,124],"supporting":[77],"continuous":[79],"development":[80,140],"during":[83],"their":[84],"deployment.":[85],"We":[86],"describe":[87],"roles":[89],"three":[91],"types":[92],"operators":[94],"(monitors,":[95],"analysts":[96],"modelers),":[98],"present":[99],"visualization":[101],"techniques":[102],"used":[103],"at":[104],"stages":[106],"model":[108],"development,":[109],"demonstrate":[111],"utility":[113],"approach":[116,137],"conjunction":[118],"with":[119],"prototype":[121],"software":[122],"system":[123],"corporate":[125],"insider":[126],"threat":[127],"detection.":[128],"many":[130],"ways,":[131],"our":[132],"environment":[133],"facilitates":[134],"agile":[136],"deployment":[142],"cybersecurity.":[146]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":3},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":2}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
