{"id":"https://openalex.org/W2147768899","doi":"https://doi.org/10.1145/1014052.1014104","title":"Visually mining and monitoring massive time series","display_name":"Visually mining and monitoring massive time series","publication_year":2004,"publication_date":"2004-08-22","ids":{"openalex":"https://openalex.org/W2147768899","doi":"https://doi.org/10.1145/1014052.1014104","mag":"2147768899"},"language":"en","primary_location":{"id":"doi:10.1145/1014052.1014104","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1014052.1014104","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining","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/A5101558875","display_name":"Jessica Lin","orcid":"https://orcid.org/0000-0002-4887-0692"},"institutions":[{"id":"https://openalex.org/I103635307","display_name":"University of California, Riverside","ror":"https://ror.org/03nawhv43","country_code":"US","type":"education","lineage":["https://openalex.org/I103635307"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jessica Lin","raw_affiliation_strings":["University of California - Riverside, Riverside, CA"],"affiliations":[{"raw_affiliation_string":"University of California - Riverside, Riverside, CA","institution_ids":["https://openalex.org/I103635307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078245746","display_name":"Eamonn Keogh","orcid":"https://orcid.org/0000-0002-4188-3968"},"institutions":[{"id":"https://openalex.org/I103635307","display_name":"University of California, Riverside","ror":"https://ror.org/03nawhv43","country_code":"US","type":"education","lineage":["https://openalex.org/I103635307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eamonn Keogh","raw_affiliation_strings":["University of California - Riverside, Riverside, CA"],"affiliations":[{"raw_affiliation_string":"University of California - Riverside, Riverside, CA","institution_ids":["https://openalex.org/I103635307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042005042","display_name":"Stefano Lonardi","orcid":"https://orcid.org/0000-0002-2696-7274"},"institutions":[{"id":"https://openalex.org/I103635307","display_name":"University of California, Riverside","ror":"https://ror.org/03nawhv43","country_code":"US","type":"education","lineage":["https://openalex.org/I103635307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stefano Lonardi","raw_affiliation_strings":["University of California - Riverside, Riverside, CA"],"affiliations":[{"raw_affiliation_string":"University of California - Riverside, Riverside, CA","institution_ids":["https://openalex.org/I103635307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028022487","display_name":"Jeffrey P. Lankford","orcid":null},"institutions":[{"id":"https://openalex.org/I169540460","display_name":"The Aerospace Corporation","ror":"https://ror.org/01ar9e455","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I169540460"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey P. Lankford","raw_affiliation_strings":["The Aerospace Corporation, El Segundo, CA"],"affiliations":[{"raw_affiliation_string":"The Aerospace Corporation, El Segundo, CA","institution_ids":["https://openalex.org/I169540460"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070864622","display_name":"Donna M. Nystrom","orcid":null},"institutions":[{"id":"https://openalex.org/I169540460","display_name":"The Aerospace Corporation","ror":"https://ror.org/01ar9e455","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I169540460"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Donna M. Nystrom","raw_affiliation_strings":["The Aerospace Corporation, El Segundo, CA"],"affiliations":[{"raw_affiliation_string":"The Aerospace Corporation, El Segundo, CA","institution_ids":["https://openalex.org/I169540460"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101558875"],"corresponding_institution_ids":["https://openalex.org/I103635307"],"apc_list":null,"apc_paid":null,"fwci":6.8581,"has_fulltext":false,"cited_by_count":161,"citation_normalized_percentile":{"value":0.97553837,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"460","last_page":"469"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9993000030517578,"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":0.9976000189781189,"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"}},{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9776999950408936,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.700993537902832},{"id":"https://openalex.org/keywords/aerospace","display_name":"Aerospace","score":0.6763281226158142},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.639600396156311},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5852138996124268},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.44887474179267883},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.4158284366130829},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4082548916339874},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3746336102485657},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33169621229171753},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.20666080713272095},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19581371545791626}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.700993537902832},{"id":"https://openalex.org/C167740415","wikidata":"https://www.wikidata.org/wiki/Q2876213","display_name":"Aerospace","level":2,"score":0.6763281226158142},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.639600396156311},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5852138996124268},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.44887474179267883},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.4158284366130829},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4082548916339874},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3746336102485657},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33169621229171753},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.20666080713272095},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19581371545791626},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"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/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/1014052.1014104","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1014052.1014104","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.387.2173","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.387.2173","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.gmu.edu/~jessica/publications/viztree_kdd04.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.78.1766","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.78.1766","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.ucr.edu/~stelo/papers/KDD04_VizTree.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320332550","display_name":"University of California, Riverside","ror":"https://ror.org/03nawhv43"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W202784638","https://openalex.org/W1530790987","https://openalex.org/W1537039776","https://openalex.org/W1548778934","https://openalex.org/W1595324333","https://openalex.org/W1765204716","https://openalex.org/W1853995153","https://openalex.org/W1965627686","https://openalex.org/W1978432747","https://openalex.org/W1989037929","https://openalex.org/W1992020000","https://openalex.org/W1995003166","https://openalex.org/W2006761268","https://openalex.org/W2006783944","https://openalex.org/W2007033345","https://openalex.org/W2009570821","https://openalex.org/W2013746897","https://openalex.org/W2026096410","https://openalex.org/W2036374621","https://openalex.org/W2039604265","https://openalex.org/W2053392780","https://openalex.org/W2074526138","https://openalex.org/W2091429017","https://openalex.org/W2097236039","https://openalex.org/W2111263072","https://openalex.org/W2128061541","https://openalex.org/W2130876538","https://openalex.org/W2133046526","https://openalex.org/W2138199375","https://openalex.org/W2149562358","https://openalex.org/W2151530263","https://openalex.org/W2155843307","https://openalex.org/W2162800060","https://openalex.org/W2163336863","https://openalex.org/W2171034893","https://openalex.org/W2610685016","https://openalex.org/W2791199946","https://openalex.org/W3004804023","https://openalex.org/W3147178137","https://openalex.org/W3169372665","https://openalex.org/W4245668478","https://openalex.org/W4285719527","https://openalex.org/W6648023793","https://openalex.org/W6675091549","https://openalex.org/W6708436123"],"related_works":["https://openalex.org/W2013728941","https://openalex.org/W4225274103","https://openalex.org/W2579659702","https://openalex.org/W2154046714","https://openalex.org/W1965329638","https://openalex.org/W1574055964","https://openalex.org/W2923661510","https://openalex.org/W2189613078","https://openalex.org/W2586219255","https://openalex.org/W2547096368"],"abstract_inverted_index":{"Moments":[0],"before":[1,95],"the":[2,44,52,72,93,108,121,131,155,167,176,185,194,211],"launch":[3,25],"of":[4,19,28,46,48,78,123,147,154,163,199,213],"every":[5,76],"space":[6,80],"vehicle,":[7],"engineering":[8,68,115],"discipline":[9],"specialists":[10],"must":[11,112],"make":[12,113],"a":[13,20,24,29,32,36,101,148,158,180,188],"critical":[14,70],"go/no-go":[15,73],"decision.":[16],"The":[17,61,145],"cost":[18,53],"false":[21,33],"positive,":[22],"allowing":[23],"in":[26,43,54,92,129,187,192],"spite":[27],"fault,":[30],"or":[31],"negative,":[34],"stopping":[35],"potentially":[37],"successful":[38],"launch,":[39],"can":[40],"be":[41],"measured":[42],"tens":[45],"millions":[47],"dollars,":[49],"not":[50],"including":[51],"morale":[55],"and":[56,126,140,160,183,196,205,226],"other":[57,197,206],"more":[58],"intangible":[59],"detriments.":[60],"Aerospace":[62,109],"Corporation":[63],"is":[64,127,134],"responsible":[65],"for":[66,75,136,151],"providing":[67],"assessments":[69,83],"to":[71,106,166],"decision":[74],"Department":[77],"Defense":[79],"vehicle.":[81],"These":[82],"are":[84,201],"made":[85],"by":[86,174,216],"constantly":[87],"monitoring":[88,141,168],"streaming":[89],"telemetry":[90],"data":[91,139,186],"hours":[94],"launch.":[96],"We":[97,209],"will":[98],"introduce":[99],"VizTree,":[100],"novel":[102],"time-series":[103],"visualization":[104,171],"tool":[105,133,150],"aid":[107],"analysts":[110],"who":[111],"these":[114],"assessments.":[116],"VizTree":[117],"was":[118],"developed":[119],"at":[120],"University":[122],"California,":[124],"Riverside":[125],"unique":[128],"that":[130],"same":[132],"used":[135],"mining":[137],"archival":[138],"incoming":[142],"live":[143],"telemetry.":[144],"use":[146],"single":[149],"both":[152],"aspects":[153],"task":[156],"allows":[157],"natural":[159],"intuitive":[161],"transfer":[162],"mined":[164],"knowledge":[165],"task.":[169],"Our":[170],"approach":[172],"works":[173],"transforming":[175],"time":[177],"series":[178],"into":[179],"symbolic":[181],"representation,":[182],"encoding":[184],"modified":[189],"suffix":[190],"tree":[191],"which":[193],"frequency":[195],"properties":[198],"patterns":[200],"mapped":[202],"onto":[203],"colors":[204],"visual":[207],"properties.":[208],"demonstrate":[210],"utility":[212],"our":[214],"system":[215],"comparing":[217],"it":[218],"with":[219],"state-of-the-art":[220],"batch":[221],"algorithms":[222],"on":[223],"several":[224],"real":[225],"synthetic":[227],"datasets.":[228]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":12},{"year":2019,"cited_by_count":8},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":10},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":9},{"year":2014,"cited_by_count":14},{"year":2013,"cited_by_count":13},{"year":2012,"cited_by_count":8}],"updated_date":"2026-04-17T18:11:37.981687","created_date":"2025-10-10T00:00:00"}