{"id":"https://openalex.org/W4224916480","doi":"https://doi.org/10.1109/icassp43922.2022.9747356","title":"Relation Discovery in Nonlinearly Related Large-Scale Settings","display_name":"Relation Discovery in Nonlinearly Related Large-Scale Settings","publication_year":2022,"publication_date":"2022-04-27","ids":{"openalex":"https://openalex.org/W4224916480","doi":"https://doi.org/10.1109/icassp43922.2022.9747356"},"language":"en","primary_location":{"id":"doi:10.1109/icassp43922.2022.9747356","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp43922.2022.9747356","pdf_url":null,"source":{"id":"https://openalex.org/S4363607702","display_name":"ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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/A5058314486","display_name":"Ali Vosoughi","orcid":"https://orcid.org/0000-0003-1014-2937"},"institutions":[{"id":"https://openalex.org/I5388228","display_name":"University of Rochester","ror":"https://ror.org/022kthw22","country_code":"US","type":"education","lineage":["https://openalex.org/I5388228"]},{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE","US"],"is_corresponding":true,"raw_author_name":"Ali Vosoughi","raw_affiliation_strings":["University of Rochester,Dept. of Elec. and Comp. Eng,New York,USA,14623","Inst. of Clinical Radiology, Ludwig Maximilian University, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"University of Rochester,Dept. of Elec. and Comp. Eng,New York,USA,14623","institution_ids":["https://openalex.org/I5388228"]},{"raw_affiliation_string":"Inst. of Clinical Radiology, Ludwig Maximilian University, Munich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068409005","display_name":"Adora M. DSouza","orcid":"https://orcid.org/0000-0001-5656-0021"},"institutions":[{"id":"https://openalex.org/I5388228","display_name":"University of Rochester","ror":"https://ror.org/022kthw22","country_code":"US","type":"education","lineage":["https://openalex.org/I5388228"]},{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE","US"],"is_corresponding":false,"raw_author_name":"Adora DSouza","raw_affiliation_strings":["University of Rochester,Dept. of Elec. and Comp. Eng,New York,USA,14623","Inst. of Clinical Radiology, Ludwig Maximilian University, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"University of Rochester,Dept. of Elec. and Comp. Eng,New York,USA,14623","institution_ids":["https://openalex.org/I5388228"]},{"raw_affiliation_string":"Inst. of Clinical Radiology, Ludwig Maximilian University, Munich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022256468","display_name":"Anas Z. Abidin","orcid":"https://orcid.org/0000-0003-0032-0664"},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]},{"id":"https://openalex.org/I5388228","display_name":"University of Rochester","ror":"https://ror.org/022kthw22","country_code":"US","type":"education","lineage":["https://openalex.org/I5388228"]}],"countries":["DE","US"],"is_corresponding":false,"raw_author_name":"Anas Abidin","raw_affiliation_strings":["University of Rochester,Dept. of Biomed. Eng.,New York,USA,14623","Inst. of Clinical Radiology, Ludwig Maximilian University, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"University of Rochester,Dept. of Biomed. Eng.,New York,USA,14623","institution_ids":["https://openalex.org/I5388228"]},{"raw_affiliation_string":"Inst. of Clinical Radiology, Ludwig Maximilian University, Munich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036396088","display_name":"Axel Wism\u00fcller","orcid":null},"institutions":[{"id":"https://openalex.org/I5388228","display_name":"University of Rochester","ror":"https://ror.org/022kthw22","country_code":"US","type":"education","lineage":["https://openalex.org/I5388228"]},{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE","US"],"is_corresponding":false,"raw_author_name":"Axel Wismuller","raw_affiliation_strings":["University of Rochester,Dept. of Elec. and Comp. Eng,New York,USA,14623","Dept. of Biomed. Eng., University of Rochester, New York, USA","Inst. of Clinical Radiology, Ludwig Maximilian University, Munich, Germany","Dept. of Imag. Sc, University of Rochester, New York, USA"],"affiliations":[{"raw_affiliation_string":"University of Rochester,Dept. of Elec. and Comp. Eng,New York,USA,14623","institution_ids":["https://openalex.org/I5388228"]},{"raw_affiliation_string":"Dept. of Biomed. Eng., University of Rochester, New York, USA","institution_ids":["https://openalex.org/I5388228"]},{"raw_affiliation_string":"Inst. of Clinical Radiology, Ludwig Maximilian University, Munich, Germany","institution_ids":["https://openalex.org/I8204097"]},{"raw_affiliation_string":"Dept. of Imag. Sc, University of Rochester, New York, USA","institution_ids":["https://openalex.org/I5388228"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5058314486"],"corresponding_institution_ids":["https://openalex.org/I5388228","https://openalex.org/I8204097"],"apc_list":null,"apc_paid":null,"fwci":1.4543,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.83613445,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"5103","last_page":"5107"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9937999844551086,"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":0.9937999844551086,"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/T10885","display_name":"Gene expression and cancer classification","score":0.9661999940872192,"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/T12814","display_name":"Gaussian Processes and Bayesian Inference","score":0.9624999761581421,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.8096578121185303},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6581512689590454},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.620507538318634},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5842832326889038},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4725334942340851},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45628342032432556},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.43326032161712646},{"id":"https://openalex.org/keywords/relation","display_name":"Relation (database)","score":0.4260559678077698},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.4132181406021118},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.08727464079856873}],"concepts":[{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.8096578121185303},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6581512689590454},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.620507538318634},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5842832326889038},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4725334942340851},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45628342032432556},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.43326032161712646},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.4260559678077698},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.4132181406021118},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.08727464079856873},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp43922.2022.9747356","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp43922.2022.9747356","pdf_url":null,"source":{"id":"https://openalex.org/S4363607702","display_name":"ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.8500000238418579,"display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1502922572","https://openalex.org/W1544362532","https://openalex.org/W1549386224","https://openalex.org/W2010461070","https://openalex.org/W2031175485","https://openalex.org/W2041782669","https://openalex.org/W2053559248","https://openalex.org/W2079656335","https://openalex.org/W2091492183","https://openalex.org/W2092939357","https://openalex.org/W2122825543","https://openalex.org/W2123993001","https://openalex.org/W2134067266","https://openalex.org/W2143428876","https://openalex.org/W2178225550","https://openalex.org/W2593118993","https://openalex.org/W2885305518","https://openalex.org/W2898623000","https://openalex.org/W2915809455","https://openalex.org/W2918236962","https://openalex.org/W2949505632","https://openalex.org/W2973013421","https://openalex.org/W2979179438","https://openalex.org/W3000275023","https://openalex.org/W3026371099","https://openalex.org/W3100157715","https://openalex.org/W3101150805","https://openalex.org/W3101413764","https://openalex.org/W3114450981","https://openalex.org/W3135588948","https://openalex.org/W4294541781","https://openalex.org/W6629804754","https://openalex.org/W6680154668","https://openalex.org/W6772829437"],"related_works":["https://openalex.org/W4296209631","https://openalex.org/W4234874385","https://openalex.org/W2323648130","https://openalex.org/W3097449145","https://openalex.org/W2157140558","https://openalex.org/W2561617217","https://openalex.org/W2378782423","https://openalex.org/W4294811468","https://openalex.org/W2355801475","https://openalex.org/W2388988621"],"abstract_inverted_index":{"Causal":[0],"inquiries":[1],"provide":[2],"crucial":[3],"insight":[4],"into":[5],"the":[6,28,48,62],"advancement":[7],"of":[8,36,50,110],"scientific":[9],"discoveries.":[10],"In":[11],"real-world":[12,114],"studies":[13],"like":[14],"climatology,":[15],"sensory":[16],"data":[17,101,109,116],"acquired":[18],"from":[19,34],"nodal":[20,126],"measurements":[21],"are":[22,128],"nonlinearly":[23],"related":[24],"and":[25,96,113],"complex.":[26],"At":[27],"same":[29],"time,":[30],"they":[31],"have":[32],"information":[33],"millions":[35],"sensors":[37],"with":[38],"only":[39],"a":[40,56,72,77],"few":[41],"decades\u2019":[42],"temporal":[43],"samples,":[44],"which":[45],"leads":[46],"to":[47,82],"curse":[49],"dimensionality":[51],"in":[52,85,102],"large-scale":[53,100],"systems.":[54,87],"Despite":[55],"rich":[57],"literature":[58],"on":[59,107],"causal":[60],"discovery,":[61],"problem":[63],"is":[64,91,97],"challenging":[65],"for":[66,99],"largescale":[67],"datasets.":[68],"We":[69],"put":[70],"forth":[71],"novel":[73],"method":[74,90,120],"that":[75,118],"utilizes":[76],"radial":[78],"basis":[79],"function":[80],"(RBF)":[81],"tackle":[83],"curse-of-dimensionality":[84],"complex":[86],"The":[88],"proposed":[89],"probabilistic,":[92],"encompasses":[93],"nonlinear":[94],"relations,":[95],"suitable":[98],"two":[103],"steps.":[104],"Extensive":[105],"simulations":[106],"synthetic":[108],"different":[111],"sizes":[112],"climatology":[115],"show":[117],"our":[119],"outperforms":[121],"all":[122],"other":[123],"methods":[124],"when":[125],"observations":[127],"temporally":[129],"scarce.":[130]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
