{"id":"https://openalex.org/W3112770928","doi":"https://doi.org/10.1109/tcns.2022.3145305","title":"Granger-Faithfulness and Link Orientation in Network Reconstruction","display_name":"Granger-Faithfulness and Link Orientation in Network Reconstruction","publication_year":2022,"publication_date":"2022-01-25","ids":{"openalex":"https://openalex.org/W3112770928","doi":"https://doi.org/10.1109/tcns.2022.3145305","mag":"3112770928"},"language":"en","primary_location":{"id":"doi:10.1109/tcns.2022.3145305","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcns.2022.3145305","pdf_url":null,"source":{"id":"https://openalex.org/S2502544478","display_name":"IEEE Transactions on Control of Network Systems","issn_l":"2325-5870","issn":["2325-5870","2372-2533"],"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 Control of Network Systems","raw_type":"journal-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2012.02332","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044862423","display_name":"Mihaela Dimovska","orcid":"https://orcid.org/0000-0002-1854-858X"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]},{"id":"https://openalex.org/I2800403580","display_name":"University of Minnesota System","ror":"https://ror.org/03grvy078","country_code":"US","type":"education","lineage":["https://openalex.org/I2800403580"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mihaela Dimovska","raw_affiliation_strings":["Department of Electrical and Computer Science, University of Minnesota, Minneapolis, MN, USA","university of minnesota;"],"raw_orcid":"https://orcid.org/0000-0002-1854-858X","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Science, University of Minnesota, Minneapolis, MN, USA","institution_ids":["https://openalex.org/I130238516"]},{"raw_affiliation_string":"university of minnesota;","institution_ids":["https://openalex.org/I2800403580"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058663513","display_name":"Donatello Materassi","orcid":"https://orcid.org/0000-0002-4736-8377"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]},{"id":"https://openalex.org/I2800403580","display_name":"University of Minnesota System","ror":"https://ror.org/03grvy078","country_code":"US","type":"education","lineage":["https://openalex.org/I2800403580"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Donatello Materassi","raw_affiliation_strings":["Department of Electrical and Computer Science, University of Minnesota, Minneapolis, MN, USA","university of minnesota;"],"raw_orcid":"https://orcid.org/0000-0002-4736-8377","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Science, University of Minnesota, Minneapolis, MN, USA","institution_ids":["https://openalex.org/I130238516"]},{"raw_affiliation_string":"university of minnesota;","institution_ids":["https://openalex.org/I2800403580"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1361,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.50017582,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"9","issue":"1","first_page":"113","last_page":"124"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10621","display_name":"Gene Regulatory Network Analysis","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9886000156402588,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.4896393418312073},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.48261913657188416},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.47176578640937805},{"id":"https://openalex.org/keywords/vertex","display_name":"Vertex (graph theory)","score":0.4699834883213043},{"id":"https://openalex.org/keywords/false-positive-paradox","display_name":"False positive paradox","score":0.4602258801460266},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.41780516505241394},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.41730278730392456},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.3513827919960022},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.32671624422073364},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.3207947015762329},{"id":"https://openalex.org/keywords/discrete-mathematics","display_name":"Discrete mathematics","score":0.28506341576576233},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2752882242202759},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.17609843611717224}],"concepts":[{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.4896393418312073},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.48261913657188416},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.47176578640937805},{"id":"https://openalex.org/C80899671","wikidata":"https://www.wikidata.org/wiki/Q1304193","display_name":"Vertex (graph theory)","level":3,"score":0.4699834883213043},{"id":"https://openalex.org/C64869954","wikidata":"https://www.wikidata.org/wiki/Q1859747","display_name":"False positive paradox","level":2,"score":0.4602258801460266},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.41780516505241394},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41730278730392456},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.3513827919960022},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.32671624422073364},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.3207947015762329},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.28506341576576233},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2752882242202759},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.17609843611717224},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/tcns.2022.3145305","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcns.2022.3145305","pdf_url":null,"source":{"id":"https://openalex.org/S2502544478","display_name":"IEEE Transactions on Control of Network Systems","issn_l":"2325-5870","issn":["2325-5870","2372-2533"],"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 Control of Network Systems","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2012.02332","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2012.02332","pdf_url":"https://arxiv.org/pdf/2012.02332","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"mag:3112770928","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2012.02332","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.2012.02332","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2012.02332","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2012.02332","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2012.02332","pdf_url":"https://arxiv.org/pdf/2012.02332","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2823869187","display_name":null,"funder_award_id":"1816703","funder_id":"https://openalex.org/F4320326310","funder_display_name":"Associa\u00e7\u00e3o Beneficente da Ind\u00fastria Carbon\u00edfera de Santa Catarina"}],"funders":[{"id":"https://openalex.org/F4320326310","display_name":"Associa\u00e7\u00e3o Beneficente da Ind\u00fastria Carbon\u00edfera de Santa Catarina","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1510355813","https://openalex.org/W1524326598","https://openalex.org/W1534416612","https://openalex.org/W1899161704","https://openalex.org/W1964769652","https://openalex.org/W1975062332","https://openalex.org/W1975455467","https://openalex.org/W1978282180","https://openalex.org/W2001667451","https://openalex.org/W2002080013","https://openalex.org/W2002976912","https://openalex.org/W2019459021","https://openalex.org/W2037035617","https://openalex.org/W2038254774","https://openalex.org/W2050523241","https://openalex.org/W2051698797","https://openalex.org/W2065454200","https://openalex.org/W2092059090","https://openalex.org/W2112804935","https://openalex.org/W2123784531","https://openalex.org/W2129621723","https://openalex.org/W2130465031","https://openalex.org/W2157825442","https://openalex.org/W2159080219","https://openalex.org/W2171352244","https://openalex.org/W2178225550","https://openalex.org/W2186962916","https://openalex.org/W2326655560","https://openalex.org/W2561429711","https://openalex.org/W2604238334","https://openalex.org/W2771917759","https://openalex.org/W2782834196","https://openalex.org/W2787644406","https://openalex.org/W2963675110","https://openalex.org/W2996558664","https://openalex.org/W2997829126","https://openalex.org/W3018694382","https://openalex.org/W6639610613","https://openalex.org/W6746842142"],"related_works":["https://openalex.org/W3138143383","https://openalex.org/W2943937285","https://openalex.org/W1937873864","https://openalex.org/W1940064195","https://openalex.org/W2796759283","https://openalex.org/W2951046113","https://openalex.org/W1567165723","https://openalex.org/W2479105263","https://openalex.org/W2441014159","https://openalex.org/W2953175641","https://openalex.org/W1697840497","https://openalex.org/W2883539774","https://openalex.org/W2744472314","https://openalex.org/W2969270689","https://openalex.org/W2293583063","https://openalex.org/W1562027785","https://openalex.org/W2544861082","https://openalex.org/W3101101311","https://openalex.org/W1512172501","https://openalex.org/W2035853100"],"abstract_inverted_index":{"Networked":[0],"dynamic":[1,38,99,109],"systems":[2,86,115],"are":[3,21,55,87,174],"often":[4],"abstracted":[5],"as":[6],"directed":[7,19],"graphs,":[8],"where":[9],"the":[10,15,29,78,122,128,137,156,166,172,177],"observed":[11],"system":[12],"processes":[13],"form":[14],"vertex":[16],"set":[17],"and":[18,103,146,169],"edges":[20,69,150],"used":[22],"to":[23,65,89],"represent":[24],"nonzero":[25],"transfer":[26],"functions.":[27],"Recovering":[28],"exact":[30],"underlying":[31],"graph":[32],"structure":[33],"of":[34,57,80,96,108,125,165],"such":[35],"a":[36,45,75,94,105,117],"networked":[37],"system,":[39],"given":[40],"only":[41],"observational":[42],"data,":[43],"is":[44,63],"challenging":[46],"task.":[47],"In":[48],"this":[49],"article,":[50],"we":[51,83,111,131,170],"prove":[52,171],"that":[53,113,135],"there":[54],"instances":[56],"networks":[58],"for":[59,98,104,142,163],"which":[60,140],"any":[61],"method":[62],"susceptible":[64],"inferring":[66],"false":[67,71,144,148],"negative":[68,149],"or":[70],"positive":[72,145],"edges.":[73],"Borrowing":[74],"terminology":[76],"from":[77],"theory":[79],"graphical":[81],"models,":[82],"say":[84],"those":[85],"unfaithful":[88],"their":[90],"networks.":[91],"We":[92,154],"formalize":[93],"variant":[95],"faithfulness":[97],"systems,":[100],"called":[101],"Granger-faithfulness,":[102],"large":[106],"class":[107,124],"networks,":[110,126],"show":[112],"Granger-unfaithful":[114],"constitute":[116],"Lebesgue":[118],"zero-measure":[119],"set.":[120],"For":[121],"same":[123],"under":[127,176],"Granger-faithfulness":[129,178],"assumption,":[130],"provide":[132],"an":[133],"algorithm":[134,159],"reconstructs":[136],"network":[138],"topology,":[139],"guarantees":[141],"no":[143,147],"in":[151],"its":[152],"output.":[153],"augment":[155],"topology":[157],"reconstruction":[158],"with":[160],"orientation":[161],"rules":[162,173],"some":[164],"inferred":[167],"edges,":[168],"consistent":[175],"assumption.":[179]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-01T08:55:40.977307","created_date":"2025-10-10T00:00:00"}
