{"id":"https://openalex.org/W2762115787","doi":"https://doi.org/10.1109/tsmc.2017.2751504","title":"Complex Network Construction of Multivariate Time Series Using Information Geometry","display_name":"Complex Network Construction of Multivariate Time Series Using Information Geometry","publication_year":2017,"publication_date":"2017-10-12","ids":{"openalex":"https://openalex.org/W2762115787","doi":"https://doi.org/10.1109/tsmc.2017.2751504","mag":"2762115787"},"language":"en","primary_location":{"id":"doi:10.1109/tsmc.2017.2751504","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2017.2751504","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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":"IEEE Transactions on Systems, Man, and Cybernetics: Systems","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/A5027824937","display_name":"Jiancheng Sun","orcid":"https://orcid.org/0000-0001-9375-8918"},"institutions":[{"id":"https://openalex.org/I59649739","display_name":"Jiangxi University of Finance and Economics","ror":"https://ror.org/03efmyj29","country_code":"CN","type":"education","lineage":["https://openalex.org/I59649739"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiancheng Sun","raw_affiliation_strings":["School of Software and Communication Engineering, Jiangxi University of Finance and Economics, Nanchang, China"],"affiliations":[{"raw_affiliation_string":"School of Software and Communication Engineering, Jiangxi University of Finance and Economics, Nanchang, China","institution_ids":["https://openalex.org/I59649739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111595030","display_name":"Yong Yang","orcid":"https://orcid.org/0000-0002-9831-8783"},"institutions":[{"id":"https://openalex.org/I59649739","display_name":"Jiangxi University of Finance and Economics","ror":"https://ror.org/03efmyj29","country_code":"CN","type":"education","lineage":["https://openalex.org/I59649739"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Yang","raw_affiliation_strings":["School of Information Technology, Jiangxi University of Finance and Economics, Nanchang, China"],"affiliations":[{"raw_affiliation_string":"School of Information Technology, Jiangxi University of Finance and Economics, Nanchang, China","institution_ids":["https://openalex.org/I59649739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103216531","display_name":"Naixue Xiong","orcid":"https://orcid.org/0000-0002-0394-4635"},"institutions":[{"id":"https://openalex.org/I192664086","display_name":"Northeastern State University","ror":"https://ror.org/01z7kzb45","country_code":"US","type":"education","lineage":["https://openalex.org/I192664086"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Neal N. Xiong","raw_affiliation_strings":["Department of Mathematics and Computer Science, Northeastern State University, Tahlequah, OK, USA"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, Northeastern State University, Tahlequah, OK, USA","institution_ids":["https://openalex.org/I192664086"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061696329","display_name":"Liyun Dai","orcid":null},"institutions":[{"id":"https://openalex.org/I59649739","display_name":"Jiangxi University of Finance and Economics","ror":"https://ror.org/03efmyj29","country_code":"CN","type":"education","lineage":["https://openalex.org/I59649739"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liyun Dai","raw_affiliation_strings":["School of Software and Communication Engineering, Jiangxi University of Finance and Economics, Nanchang, China"],"affiliations":[{"raw_affiliation_string":"School of Software and Communication Engineering, Jiangxi University of Finance and Economics, Nanchang, China","institution_ids":["https://openalex.org/I59649739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068908694","display_name":"Xiangdong Peng","orcid":"https://orcid.org/0000-0001-9929-6830"},"institutions":[{"id":"https://openalex.org/I59649739","display_name":"Jiangxi University of Finance and Economics","ror":"https://ror.org/03efmyj29","country_code":"CN","type":"education","lineage":["https://openalex.org/I59649739"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangdong Peng","raw_affiliation_strings":["School of Software and Communication Engineering, Jiangxi University of Finance and Economics, Nanchang, China"],"affiliations":[{"raw_affiliation_string":"School of Software and Communication Engineering, Jiangxi University of Finance and Economics, Nanchang, China","institution_ids":["https://openalex.org/I59649739"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110063743","display_name":"Jianguo Luo","orcid":null},"institutions":[{"id":"https://openalex.org/I59649739","display_name":"Jiangxi University of Finance and Economics","ror":"https://ror.org/03efmyj29","country_code":"CN","type":"education","lineage":["https://openalex.org/I59649739"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianguo Luo","raw_affiliation_strings":["School of Software and Communication Engineering, Jiangxi University of Finance and Economics, Nanchang, China"],"affiliations":[{"raw_affiliation_string":"School of Software and Communication Engineering, Jiangxi University of Finance and Economics, Nanchang, China","institution_ids":["https://openalex.org/I59649739"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5027824937"],"corresponding_institution_ids":["https://openalex.org/I59649739"],"apc_list":null,"apc_paid":null,"fwci":19.812,"has_fulltext":false,"cited_by_count":36,"citation_normalized_percentile":{"value":0.98882324,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"49","issue":"1","first_page":"107","last_page":"122"},"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":0.9876999855041504,"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":0.9876999855041504,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9627000093460083,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9465000033378601,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/geodesic","display_name":"Geodesic","score":0.6756688952445984},{"id":"https://openalex.org/keywords/covariance","display_name":"Covariance","score":0.6650267839431763},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6131847500801086},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.5956023335456848},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5260602831840515},{"id":"https://openalex.org/keywords/complex-network","display_name":"Complex network","score":0.4958837926387787},{"id":"https://openalex.org/keywords/fuse","display_name":"Fuse (electrical)","score":0.49398618936538696},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.4789293706417084},{"id":"https://openalex.org/keywords/complex-system","display_name":"Complex system","score":0.4501769244670868},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.4400304853916168},{"id":"https://openalex.org/keywords/manifold","display_name":"Manifold (fluid mechanics)","score":0.410995215177536},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3882288336753845},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.38518744707107544},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.374395489692688},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3195260167121887},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.29001790285110474},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.213474839925766},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.20441600680351257},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.10675010085105896}],"concepts":[{"id":"https://openalex.org/C165818556","wikidata":"https://www.wikidata.org/wiki/Q213488","display_name":"Geodesic","level":2,"score":0.6756688952445984},{"id":"https://openalex.org/C178650346","wikidata":"https://www.wikidata.org/wiki/Q201984","display_name":"Covariance","level":2,"score":0.6650267839431763},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6131847500801086},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.5956023335456848},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5260602831840515},{"id":"https://openalex.org/C34947359","wikidata":"https://www.wikidata.org/wiki/Q665189","display_name":"Complex network","level":2,"score":0.4958837926387787},{"id":"https://openalex.org/C141353440","wikidata":"https://www.wikidata.org/wiki/Q182221","display_name":"Fuse (electrical)","level":2,"score":0.49398618936538696},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.4789293706417084},{"id":"https://openalex.org/C47822265","wikidata":"https://www.wikidata.org/wiki/Q854457","display_name":"Complex system","level":2,"score":0.4501769244670868},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.4400304853916168},{"id":"https://openalex.org/C529865628","wikidata":"https://www.wikidata.org/wiki/Q1790740","display_name":"Manifold (fluid mechanics)","level":2,"score":0.410995215177536},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3882288336753845},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.38518744707107544},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.374395489692688},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3195260167121887},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.29001790285110474},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.213474839925766},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.20441600680351257},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.10675010085105896},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"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/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","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/tsmc.2017.2751504","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2017.2751504","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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":"IEEE Transactions on Systems, Man, and Cybernetics: Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2675799241","display_name":null,"funder_award_id":"61362024","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3114494415","display_name":null,"funder_award_id":"61662026","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6461408033","display_name":null,"funder_award_id":"61661022","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6668145770","display_name":null,"funder_award_id":"20161BAB202056","funder_id":"https://openalex.org/F4320322665","funder_display_name":"Natural Science Foundation of Jiangxi Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322665","display_name":"Natural Science Foundation of Jiangxi Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":70,"referenced_works":["https://openalex.org/W152645600","https://openalex.org/W167722068","https://openalex.org/W303888602","https://openalex.org/W1504657038","https://openalex.org/W1544632947","https://openalex.org/W1549386224","https://openalex.org/W1573082642","https://openalex.org/W1777035297","https://openalex.org/W1875112053","https://openalex.org/W1902273314","https://openalex.org/W1966304312","https://openalex.org/W1969288392","https://openalex.org/W1979167053","https://openalex.org/W1983496390","https://openalex.org/W1985978480","https://openalex.org/W1986964250","https://openalex.org/W1995213405","https://openalex.org/W2000856020","https://openalex.org/W2007698787","https://openalex.org/W2015673256","https://openalex.org/W2025763088","https://openalex.org/W2033268097","https://openalex.org/W2040704490","https://openalex.org/W2041787560","https://openalex.org/W2044079998","https://openalex.org/W2044591035","https://openalex.org/W2049719481","https://openalex.org/W2055538060","https://openalex.org/W2056668787","https://openalex.org/W2056724277","https://openalex.org/W2063497316","https://openalex.org/W2066224818","https://openalex.org/W2066834069","https://openalex.org/W2070288975","https://openalex.org/W2079942935","https://openalex.org/W2088882691","https://openalex.org/W2089108971","https://openalex.org/W2091674687","https://openalex.org/W2093446113","https://openalex.org/W2101079350","https://openalex.org/W2109227373","https://openalex.org/W2112090702","https://openalex.org/W2117435128","https://openalex.org/W2118443009","https://openalex.org/W2123513224","https://openalex.org/W2134590358","https://openalex.org/W2134931490","https://openalex.org/W2136739711","https://openalex.org/W2137627383","https://openalex.org/W2140192812","https://openalex.org/W2141394518","https://openalex.org/W2142887429","https://openalex.org/W2144994235","https://openalex.org/W2157082398","https://openalex.org/W2171928702","https://openalex.org/W2197473678","https://openalex.org/W2313182682","https://openalex.org/W2343440244","https://openalex.org/W2344941367","https://openalex.org/W2475483989","https://openalex.org/W2587108256","https://openalex.org/W2595142274","https://openalex.org/W2605543710","https://openalex.org/W3041857290","https://openalex.org/W3084203601","https://openalex.org/W3088048311","https://openalex.org/W3099942794","https://openalex.org/W4238452917","https://openalex.org/W6606849714","https://openalex.org/W6680259691"],"related_works":["https://openalex.org/W4384518057","https://openalex.org/W2463678424","https://openalex.org/W2998631301","https://openalex.org/W2035028906","https://openalex.org/W2011948643","https://openalex.org/W2395847801","https://openalex.org/W2046390638","https://openalex.org/W4205157556","https://openalex.org/W4236415300","https://openalex.org/W2161823081"],"abstract_inverted_index":{"Cyber":[0],"physical":[1,14],"systems":[2,82,91],"(CPS)":[3],"is":[4,23,43,59,156],"a":[5,26,101,149,165,189],"tightly":[6],"coupled":[7],"integration":[8],"and":[9,13,31,66,118,147,171,178,192,200,209,221,230,239],"interaction":[10],"between":[11,152],"computational":[12],"components.":[15],"In":[16,96],"many":[17],"cases,":[18],"information":[19,42,122,128],"collection":[20],"in":[21,45,55,113,129,214],"CPS":[22],"provided":[24],"through":[25],"group":[27],"of":[28,33,48,61,69,90,116,218,233],"distributed":[29],"sensors":[30],"all":[32],"them":[34],"change":[35],"continuously":[36],"with":[37,92,188,236],"time.":[38],"Thus":[39],"the":[40,46,87,114,127,130,138,153,159,169,175,179,198,211,228,231],"sensor":[41],"usually":[44],"form":[47],"time":[49,56,110,131],"series.":[50],"One":[51],"particularly":[52],"interesting":[53],"application":[54],"series":[57,111,132],"analysis":[58],"use":[60],"complex":[62,81,106,140],"networks":[63,72,107],"to":[64,133,174,196,205,226],"represent":[65],"study":[67],"behaviors":[68],"system.":[70],"Complex":[71],"has":[73],"been":[74],"playing":[75],"an":[76,202],"important":[77],"role":[78],"for":[79,104],"analyzing":[80,137],"as":[83],"it":[84],"helps":[85],"understanding":[86],"topology":[88],"structure":[89],"different":[93],"interacting":[94],"units.":[95],"this":[97],"paper,":[98],"we":[99],"proposed":[100,184],"reliable":[102],"method":[103,185],"constructing":[105],"from":[108],"multivariate":[109],"(MTSs)":[112],"cases":[115],"single":[117],"multisensor":[119,212],"based":[120],"on":[121,164],"geometry":[123,194],"theory,":[124],"which":[125],"allows":[126],"be":[134,162],"extracted":[135],"by":[136],"associated":[139],"network.":[141],"We":[142],"first":[143],"estimate":[144],"covariance":[145,154,176],"matrices":[146,155],"then":[148],"geodesic-based":[150,180],"distance":[151],"introduced.":[157],"Consequently,":[158],"network":[160],"can":[161],"constructed":[163],"Riemannian":[166],"manifold":[167],"where":[168],"nodes":[170],"edges":[172],"correspond":[173],"matrix":[177],"distance,":[181],"respectively.":[182],"The":[183],"provides":[186],"us":[187],"nonlinear":[190],"relationship":[191],"intrinsic":[193],"viewpoint":[195],"understand":[197],"MTSs":[199],"also":[201],"alternative":[203],"approach":[204,235],"fuse,":[206],"model,":[207],"represent,":[208],"visualize":[210],"data":[213],"CPS.":[215],"A":[216],"number":[217],"experimental":[219],"studies":[220],"numerical":[222],"examples":[223],"are":[224],"presented":[225],"demonstrate":[227],"generality":[229],"effectiveness":[232],"our":[234],"both":[237],"synthetic":[238],"real":[240],"datasets.":[241]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":2}],"updated_date":"2026-03-22T08:09:32.410652","created_date":"2025-10-10T00:00:00"}