{"id":"https://openalex.org/W3033657757","doi":"https://doi.org/10.1007/s10619-020-07295-x","title":"A framework for dependency estimation in heterogeneous data streams","display_name":"A framework for dependency estimation in heterogeneous data streams","publication_year":2020,"publication_date":"2020-06-06","ids":{"openalex":"https://openalex.org/W3033657757","doi":"https://doi.org/10.1007/s10619-020-07295-x","mag":"3033657757"},"language":"en","primary_location":{"id":"doi:10.1007/s10619-020-07295-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10619-020-07295-x","pdf_url":null,"source":{"id":"https://openalex.org/S35927321","display_name":"Distributed and Parallel Databases","issn_l":"0926-8782","issn":["0926-8782","1573-7578"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Distributed and Parallel Databases","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/s10619-020-07295-x","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034787716","display_name":"Edouard Fouch\u00e9","orcid":"https://orcid.org/0000-0003-0157-7648"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Edouard Fouch\u00e9","raw_affiliation_strings":["Karlsruhe Institute of Technology (KIT), Am Fasanengarten 5, 76131, Karlsruhe, Germany"],"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology (KIT), Am Fasanengarten 5, 76131, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038152903","display_name":"Alan Mazankiewicz","orcid":null},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alan Mazankiewicz","raw_affiliation_strings":["Karlsruhe Institute of Technology (KIT), Am Fasanengarten 5, 76131, Karlsruhe, Germany"],"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology (KIT), Am Fasanengarten 5, 76131, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054748088","display_name":"Florian Kalinke","orcid":"https://orcid.org/0000-0002-0443-6288"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Florian Kalinke","raw_affiliation_strings":["Karlsruhe Institute of Technology (KIT), Am Fasanengarten 5, 76131, Karlsruhe, Germany"],"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology (KIT), Am Fasanengarten 5, 76131, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049768806","display_name":"Klemens B\u00f6hm","orcid":"https://orcid.org/0000-0002-1706-1913"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Klemens B\u00f6hm","raw_affiliation_strings":["Karlsruhe Institute of Technology (KIT), Am Fasanengarten 5, 76131, Karlsruhe, Germany"],"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology (KIT), Am Fasanengarten 5, 76131, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5034787716"],"corresponding_institution_ids":["https://openalex.org/I102335020"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":0.6797,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.76397795,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"39","issue":"2","first_page":"415","last_page":"444"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9991999864578247,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9991999864578247,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9937999844551086,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9596999883651733,"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/computer-science","display_name":"Computer science","score":0.7665942907333374},{"id":"https://openalex.org/keywords/dependency","display_name":"Dependency (UML)","score":0.7591058015823364},{"id":"https://openalex.org/keywords/categorical-variable","display_name":"Categorical variable","score":0.6835249066352844},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.639875590801239},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.5132808685302734},{"id":"https://openalex.org/keywords/monte-carlo-method","display_name":"Monte Carlo method","score":0.45284759998321533},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3134741485118866},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.265254944562912},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2538761496543884},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17673969268798828}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7665942907333374},{"id":"https://openalex.org/C19768560","wikidata":"https://www.wikidata.org/wiki/Q320727","display_name":"Dependency (UML)","level":2,"score":0.7591058015823364},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.6835249066352844},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.639875590801239},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.5132808685302734},{"id":"https://openalex.org/C19499675","wikidata":"https://www.wikidata.org/wiki/Q232207","display_name":"Monte Carlo method","level":2,"score":0.45284759998321533},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3134741485118866},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.265254944562912},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2538761496543884},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17673969268798828}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s10619-020-07295-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10619-020-07295-x","pdf_url":null,"source":{"id":"https://openalex.org/S35927321","display_name":"Distributed and Parallel Databases","issn_l":"0926-8782","issn":["0926-8782","1573-7578"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Distributed and Parallel Databases","raw_type":"journal-article"},{"id":"pmh:oai:EVASTAR-Karlsruhe.de:1000120837","is_oa":true,"landing_page_url":"https://publikationen.bibliothek.kit.edu/1000120837","pdf_url":null,"source":{"id":"https://openalex.org/S4306401992","display_name":"Repository KITopen (Karlsruhe Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I102335020","host_organization_name":"Karlsruhe Institute of Technology","host_organization_lineage":["https://openalex.org/I102335020"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Distributed and parallel databases, 39, 415\u2013444","raw_type":"doc-type:article"},{"id":"doi:10.5445/ir/1000120837","is_oa":true,"landing_page_url":"https://doi.org/10.5445/ir/1000120837","pdf_url":null,"source":{"id":"https://openalex.org/S7407052948","display_name":"KITopen","issn_l":null,"issn":[],"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":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.1007/s10619-020-07295-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10619-020-07295-x","pdf_url":null,"source":{"id":"https://openalex.org/S35927321","display_name":"Distributed and Parallel Databases","issn_l":"0926-8782","issn":["0926-8782","1573-7578"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Distributed and Parallel Databases","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1673910219","display_name":null,"funder_award_id":"Research Training Group 2153","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G352791218","display_name":null,"funder_award_id":"(BMBF)","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G7225624288","display_name":null,"funder_award_id":"This work was","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G7382442931","display_name":null,"funder_award_id":"01IS17042","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G8928656450","display_name":null,"funder_award_id":"Projekt DEAL","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W579871118","https://openalex.org/W1510924833","https://openalex.org/W1533688592","https://openalex.org/W1554944419","https://openalex.org/W1585743408","https://openalex.org/W1605218261","https://openalex.org/W1826290430","https://openalex.org/W1904826605","https://openalex.org/W1972978214","https://openalex.org/W1981376632","https://openalex.org/W1985157189","https://openalex.org/W1995875735","https://openalex.org/W2000661457","https://openalex.org/W2012301399","https://openalex.org/W2015310420","https://openalex.org/W2020800417","https://openalex.org/W2022504616","https://openalex.org/W2023205960","https://openalex.org/W2027665171","https://openalex.org/W2037594920","https://openalex.org/W2045638068","https://openalex.org/W2058803495","https://openalex.org/W2078483536","https://openalex.org/W2079874670","https://openalex.org/W2095096988","https://openalex.org/W2095439994","https://openalex.org/W2102807025","https://openalex.org/W2103012681","https://openalex.org/W2103849588","https://openalex.org/W2109676405","https://openalex.org/W2112552549","https://openalex.org/W2139708568","https://openalex.org/W2143991132","https://openalex.org/W2149350210","https://openalex.org/W2153028052","https://openalex.org/W2154053567","https://openalex.org/W2165700458","https://openalex.org/W2248413252","https://openalex.org/W2341171179","https://openalex.org/W2513695988","https://openalex.org/W2582743722","https://openalex.org/W2604452321","https://openalex.org/W2787894218","https://openalex.org/W2791465297","https://openalex.org/W2803832867","https://openalex.org/W2928883127","https://openalex.org/W2951936005","https://openalex.org/W2952173019","https://openalex.org/W2963819994","https://openalex.org/W2964636065","https://openalex.org/W4233413206","https://openalex.org/W4298158015"],"related_works":["https://openalex.org/W2107311162","https://openalex.org/W2122407924","https://openalex.org/W2607730916","https://openalex.org/W3112193254","https://openalex.org/W2379297010","https://openalex.org/W2139825270","https://openalex.org/W2055852812","https://openalex.org/W4313187926","https://openalex.org/W1999400784","https://openalex.org/W1718169512"],"abstract_inverted_index":{"Abstract":[0],"Estimating":[1],"dependencies":[2],"from":[3,38],"data":[4,22,41,48,53,59,171],"is":[5,60,64],"a":[6,18,75,97,150,159],"fundamental":[7],"task":[8],"of":[9,21,31,74,79,142,153],"Knowledge":[10],"Discovery.":[11],"Identifying":[12],"the":[13,26,29,56,68,71,104,125,128,131,140,143],"relevant":[14],"variables":[15],"leads":[16],"to":[17],"better":[19],"understanding":[20],"and":[23,28,63,110,130],"improves":[24],"both":[25],"runtime":[27],"outcomes":[30],"downstream":[32],"Data":[33],"Mining":[34],"tasks.":[35],"Dependency":[36,94],"estimation":[37,147],"static":[39],"numerical":[40],"has":[42],"received":[43],"much":[44],"attention.":[45],"However,":[46],"real-world":[47,160],"often":[49],"occurs":[50],"as":[51,103],"heterogeneous":[52,170],"streams:":[54],"On":[55,67],"one":[57],"hand,":[58,70],"collected":[61],"online":[62],"virtually":[65],"infinite.":[66],"other":[69],"various":[72],"components":[73],"stream":[76],"may":[77],"be":[78],"different":[80],"types,":[81],"e.g.,":[82],"numerical,":[83],"ordinal":[84],"or":[85],"categorical.":[86],"For":[87],"this":[88],"setting,":[89],"we":[90,156],"propose":[91],"Monte":[92,114],"Carlo":[93,115],"Estimation":[95],"(MCDE),":[96],"framework":[98],"that":[99,136,163],"quantifies":[100],"multivariate":[101],"dependency":[102,146],"average":[105],"statistical":[106,123],"discrepancy":[107],"between":[108],"marginal":[109],"conditional":[111],"distributions,":[112],"via":[113],"simulations.":[116],"MCDE":[117,137,164],"handles":[118],"heterogeneity":[119],"by":[120,148],"leveraging":[121],"three":[122],"tests:":[124],"Mann\u2013Whitney":[126],"U,":[127],"Kolmogorov\u2013Smirnov":[129],"Chi-Squared":[132],"test.":[133],"We":[134],"demonstrate":[135],"goes":[138],"beyond":[139],"state":[141],"art":[144],"regarding":[145],"meeting":[149],"broad":[151],"set":[152],"requirements.":[154],"Finally,":[155],"show":[157],"with":[158],"use":[161],"case":[162],"can":[165],"discover":[166],"useful":[167],"patterns":[168],"in":[169],"streams.":[172]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
