{"id":"https://openalex.org/W2524736021","doi":"https://doi.org/10.1109/jproc.2016.2598218","title":"Some Comments on the Analysis of \u201cBig\u201d Scientific Time Series","display_name":"Some Comments on the Analysis of \u201cBig\u201d Scientific Time Series","publication_year":2016,"publication_date":"2016-09-28","ids":{"openalex":"https://openalex.org/W2524736021","doi":"https://doi.org/10.1109/jproc.2016.2598218","mag":"2524736021"},"language":"en","primary_location":{"id":"doi:10.1109/jproc.2016.2598218","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jproc.2016.2598218","pdf_url":null,"source":{"id":"https://openalex.org/S68686220","display_name":"Proceedings of the IEEE","issn_l":"0018-9219","issn":["0018-9219","1558-2256"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the IEEE","raw_type":"journal-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/A5102874737","display_name":"David J. Thomson","orcid":"https://orcid.org/0000-0003-0337-0675"},"institutions":[{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"David J. Thomson","raw_affiliation_strings":["Department of Mathematics and Statistics, Queen\u2019s University, Kingston, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Statistics, Queen\u2019s University, Kingston, ON, Canada","institution_ids":["https://openalex.org/I204722609"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058734061","display_name":"F. L. Vernon","orcid":"https://orcid.org/0000-0002-9379-4000"},"institutions":[{"id":"https://openalex.org/I150209017","display_name":"Scripps Institution of Oceanography","ror":"https://ror.org/04v7hvq31","country_code":"US","type":"facility","lineage":["https://openalex.org/I150209017","https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Frank L. Vernon","raw_affiliation_strings":["IGPP, Scripps Institution of Oceanography, University of California at San Diego, La Jolla, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IGPP, Scripps Institution of Oceanography, University of California at San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I150209017"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":10.1538,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.97802347,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"104","issue":"11","first_page":"2220","last_page":"2249"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11270","display_name":"Complex Systems and Time Series Analysis","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11270","display_name":"Complex Systems and Time Series Analysis","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12424","display_name":"Earthquake Detection and Analysis","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.994700014591217,"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/series","display_name":"Series (stratigraphy)","score":0.586693525314331},{"id":"https://openalex.org/keywords/statistical-physics","display_name":"Statistical physics","score":0.47449493408203125},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.4677904546260834},{"id":"https://openalex.org/keywords/superposition-principle","display_name":"Superposition principle","score":0.4486088454723358},{"id":"https://openalex.org/keywords/estimator","display_name":"Estimator","score":0.42880210280418396},{"id":"https://openalex.org/keywords/phase-space","display_name":"Phase space","score":0.42103540897369385},{"id":"https://openalex.org/keywords/space-weather","display_name":"Space weather","score":0.4179007411003113},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.3782854676246643},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.354910671710968},{"id":"https://openalex.org/keywords/geophysics","display_name":"Geophysics","score":0.29224544763565063},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.26372069120407104},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.20474937558174133},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.19266673922538757},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.11929485201835632}],"concepts":[{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.586693525314331},{"id":"https://openalex.org/C121864883","wikidata":"https://www.wikidata.org/wiki/Q677916","display_name":"Statistical physics","level":1,"score":0.47449493408203125},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.4677904546260834},{"id":"https://openalex.org/C27753989","wikidata":"https://www.wikidata.org/wiki/Q284885","display_name":"Superposition principle","level":2,"score":0.4486088454723358},{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.42880210280418396},{"id":"https://openalex.org/C151342819","wikidata":"https://www.wikidata.org/wiki/Q62542","display_name":"Phase space","level":2,"score":0.42103540897369385},{"id":"https://openalex.org/C151325931","wikidata":"https://www.wikidata.org/wiki/Q584093","display_name":"Space weather","level":2,"score":0.4179007411003113},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.3782854676246643},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.354910671710968},{"id":"https://openalex.org/C8058405","wikidata":"https://www.wikidata.org/wiki/Q46255","display_name":"Geophysics","level":1,"score":0.29224544763565063},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.26372069120407104},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.20474937558174133},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.19266673922538757},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.11929485201835632},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jproc.2016.2598218","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jproc.2016.2598218","pdf_url":null,"source":{"id":"https://openalex.org/S68686220","display_name":"Proceedings of the IEEE","issn_l":"0018-9219","issn":["0018-9219","1558-2256"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the IEEE","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.800000011920929}],"awards":[{"id":"https://openalex.org/G4993096556","display_name":null,"funder_award_id":"EAR-0733069","funder_id":"https://openalex.org/F4320314115","funder_display_name":"Incorporated Research Institutions for Seismology"},{"id":"https://openalex.org/G7248677345","display_name":null,"funder_award_id":"TIP-290","funder_id":"https://openalex.org/F4320333526","funder_display_name":"Bonneville Power Administration"}],"funders":[{"id":"https://openalex.org/F4320314115","display_name":"Incorporated Research Institutions for Seismology","ror":"https://ror.org/05xkn9s74"},{"id":"https://openalex.org/F4320320994","display_name":"Canada Research Chairs","ror":"https://ror.org/0517h6h17"},{"id":"https://openalex.org/F4320333526","display_name":"Bonneville Power Administration","ror":"https://ror.org/05mb2ak88"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":174,"referenced_works":["https://openalex.org/W90047782","https://openalex.org/W279529119","https://openalex.org/W571871743","https://openalex.org/W642462413","https://openalex.org/W1498066347","https://openalex.org/W1522108836","https://openalex.org/W1527348757","https://openalex.org/W1581257640","https://openalex.org/W1593369465","https://openalex.org/W1598628480","https://openalex.org/W1640571336","https://openalex.org/W1646955979","https://openalex.org/W1671917901","https://openalex.org/W1695203421","https://openalex.org/W1824092922","https://openalex.org/W1856976398","https://openalex.org/W1963718254","https://openalex.org/W1965651715","https://openalex.org/W1966672240","https://openalex.org/W1968447463","https://openalex.org/W1969187272","https://openalex.org/W1970825665","https://openalex.org/W1971310073","https://openalex.org/W1973280077","https://openalex.org/W1975482522","https://openalex.org/W1981804949","https://openalex.org/W1982292693","https://openalex.org/W1982946303","https://openalex.org/W1986391097","https://openalex.org/W1991036484","https://openalex.org/W1991069009","https://openalex.org/W1991567646","https://openalex.org/W1993008519","https://openalex.org/W1993746629","https://openalex.org/W1995367911","https://openalex.org/W1996509535","https://openalex.org/W1998747085","https://openalex.org/W2001299586","https://openalex.org/W2005123977","https://openalex.org/W2005298535","https://openalex.org/W2007440785","https://openalex.org/W2015226102","https://openalex.org/W2016350612","https://openalex.org/W2021142183","https://openalex.org/W2021193403","https://openalex.org/W2021826560","https://openalex.org/W2022998636","https://openalex.org/W2025341678","https://openalex.org/W2025364448","https://openalex.org/W2029115436","https://openalex.org/W2035262172","https://openalex.org/W2040217539","https://openalex.org/W2043015466","https://openalex.org/W2043441339","https://openalex.org/W2045698983","https://openalex.org/W2047753415","https://openalex.org/W2048152209","https://openalex.org/W2049304293","https://openalex.org/W2053738911","https://openalex.org/W2058074751","https://openalex.org/W2058639030","https://openalex.org/W2058998245","https://openalex.org/W2060411041","https://openalex.org/W2060605975","https://openalex.org/W2060730008","https://openalex.org/W2061292839","https://openalex.org/W2063664292","https://openalex.org/W2063730763","https://openalex.org/W2064677063","https://openalex.org/W2065081008","https://openalex.org/W2067111814","https://openalex.org/W2067859161","https://openalex.org/W2069698042","https://openalex.org/W2070938989","https://openalex.org/W2074504886","https://openalex.org/W2074511848","https://openalex.org/W2075518387","https://openalex.org/W2078441523","https://openalex.org/W2078746421","https://openalex.org/W2086404904","https://openalex.org/W2087667316","https://openalex.org/W2088099563","https://openalex.org/W2090306103","https://openalex.org/W2092713734","https://openalex.org/W2094028156","https://openalex.org/W2095312830","https://openalex.org/W2101736735","https://openalex.org/W2106303772","https://openalex.org/W2109697855","https://openalex.org/W2111460811","https://openalex.org/W2114974924","https://openalex.org/W2116217184","https://openalex.org/W2118033677","https://openalex.org/W2119327903","https://openalex.org/W2121724382","https://openalex.org/W2123102738","https://openalex.org/W2123897830","https://openalex.org/W2124180661","https://openalex.org/W2126619277","https://openalex.org/W2129543723","https://openalex.org/W2134227032","https://openalex.org/W2144053378","https://openalex.org/W2151810496","https://openalex.org/W2152701363","https://openalex.org/W2154136024","https://openalex.org/W2155722796","https://openalex.org/W2158542454","https://openalex.org/W2158697326","https://openalex.org/W2162443378","https://openalex.org/W2163899311","https://openalex.org/W2167208435","https://openalex.org/W2167306954","https://openalex.org/W2167742559","https://openalex.org/W2271459260","https://openalex.org/W2304796444","https://openalex.org/W2315395592","https://openalex.org/W2319085245","https://openalex.org/W2326059782","https://openalex.org/W2330766129","https://openalex.org/W2331714155","https://openalex.org/W2497045146","https://openalex.org/W2503267194","https://openalex.org/W2540764305","https://openalex.org/W2549568718","https://openalex.org/W2552523059","https://openalex.org/W2577705378","https://openalex.org/W2603685213","https://openalex.org/W2797098714","https://openalex.org/W2800423704","https://openalex.org/W2801754733","https://openalex.org/W2903126092","https://openalex.org/W2904387969","https://openalex.org/W2952348881","https://openalex.org/W2986229435","https://openalex.org/W3015701809","https://openalex.org/W3021108803","https://openalex.org/W3043142417","https://openalex.org/W3043973821","https://openalex.org/W3098004018","https://openalex.org/W3098672428","https://openalex.org/W3100636386","https://openalex.org/W3101971211","https://openalex.org/W3103648418","https://openalex.org/W3103725700","https://openalex.org/W3124066983","https://openalex.org/W3125258395","https://openalex.org/W3185528135","https://openalex.org/W3187175362","https://openalex.org/W3209173478","https://openalex.org/W4206469534","https://openalex.org/W4210953223","https://openalex.org/W4232622485","https://openalex.org/W4235480832","https://openalex.org/W4235566190","https://openalex.org/W4242010931","https://openalex.org/W4242978467","https://openalex.org/W4243075524","https://openalex.org/W4243526307","https://openalex.org/W4244095957","https://openalex.org/W4246414040","https://openalex.org/W4248972487","https://openalex.org/W4251586995","https://openalex.org/W4251910467","https://openalex.org/W4252509111","https://openalex.org/W4256658247","https://openalex.org/W4299487546","https://openalex.org/W4300068044","https://openalex.org/W6637256358","https://openalex.org/W6684241436","https://openalex.org/W6756168015","https://openalex.org/W6756708469","https://openalex.org/W6769612122","https://openalex.org/W6780841013","https://openalex.org/W6799103249"],"related_works":["https://openalex.org/W4308749380","https://openalex.org/W1977264433","https://openalex.org/W2372481764","https://openalex.org/W2037841693","https://openalex.org/W2347371661","https://openalex.org/W4308448008","https://openalex.org/W2746368218","https://openalex.org/W2610947892","https://openalex.org/W2012943989","https://openalex.org/W2287286086"],"abstract_inverted_index":{"Experience":[0],"with":[1,20,149,178,229],"long":[2,151,231],"time":[3,152,220,234],"series":[4,19,153,212,235],"from":[5],"space,":[6],"climate,":[7],"seismology,":[8],"and":[9,24,42,63,82,90,192],"engineering":[10],"has":[11,79,131],"demonstrated":[12],"the":[13,33,68,86,96,110,124,162,194,198,201,206,230],"need":[14],"for":[15,51],"even":[16],"longer":[17],"data":[18,34,93,185,211,236],"better":[21],"precision,":[22],"timing,":[23],"larger":[25],"instrument":[26],"arrays.":[27],"We":[28,72,104],"find":[29],"that":[30,55,64,77,83,109,133,136,156,165,210],"almost":[31],"all":[32],"we":[35,157,237],"have":[36,142,169,238],"examined,":[37],"including":[38],"atmospheric,":[39],"seismic":[40],"data,":[41],"dropped":[43],"calls":[44],"in":[45,88,114,218],"cellular":[46],"phone":[47],"networks":[48],"contain":[49],"evidence":[50,108],"solar":[52],"mode":[53],"oscillations":[54],"couple":[56],"into":[57,176],"Earth":[58],"systems":[59],"through":[60],"magnetic":[61],"fields,":[62],"these":[65,187],"are":[66,189],"often":[67],"strongest":[69],"signals":[70],"present.":[71],"show":[73],"two":[74],"examples":[75],"suggesting":[76],"robustness":[78],"been":[80,132],"overused":[81],"many":[84],"of":[85,98,101,112,126,181,197],"extremes":[87],"geomagnetic":[89],"space":[91,116,222],"physics":[92],"may":[94,117],"be":[95,118,139,146,227],"result":[97],"a":[99],"superposition":[100],"numerous":[102],"modes.":[103,121,182],"also":[105],"present":[106],"initial":[107],"evolution":[111],"turbulence":[113],"interplanetary":[115],"controlled":[119],"by":[120],"Returning":[122],"to":[123,145,168,174,226],"theme":[125],"\u201cbig":[127],"data,\u201d":[128],"our":[129],"experience":[130],"theoretical":[134],"predictions":[135],"spectra":[137,172],"would":[138],"asymptotically":[140],"unbiased":[141],"turned":[143],"out":[144],"largely":[147],"irrelevant":[148],"very":[150],"primarily":[154],"showing":[155],"simply":[158],"did":[159],"not":[160,190,224],"understand":[161],"problems.":[163],"Data":[164],"were":[166],"considered":[167],"excessively":[170],"variable":[171],"appear":[173],"evolve":[175],"processes":[177],"dense":[179],"sets":[180],"In":[183],"short":[184],"blocks,":[186],"modes":[188,199],"resolved":[191],"as":[193],"relative":[195],"phase":[196],"within":[200],"estimator":[202],"varies,":[203],"so":[204],"does":[205],"apparent":[207],"power.":[208],"Ideas":[209],"become":[213],"uncorrelated":[214],"at":[215],"modest":[216],"distances":[217],"either":[219],"or":[221],"do":[223],"seem":[225],"true":[228],"duration":[232],"continuous":[233],"examined.":[239]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
