{"id":"https://openalex.org/W3190148614","doi":"https://doi.org/10.1561/1900000074","title":"Trends in Explanations: Understanding and Debugging Data-driven Systems","display_name":"Trends in Explanations: Understanding and Debugging Data-driven Systems","publication_year":2021,"publication_date":"2021-08-02","ids":{"openalex":"https://openalex.org/W3190148614","doi":"https://doi.org/10.1561/1900000074","mag":"3190148614"},"language":"en","primary_location":{"id":"doi:10.1561/1900000074","is_oa":false,"landing_page_url":"https://doi.org/10.1561/1900000074","pdf_url":null,"source":{"id":"https://openalex.org/S139685423","display_name":"Foundations and Trends in Databases","issn_l":"1931-7883","issn":["1931-7883","1931-7891"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318575","host_organization_name":"Now Publishers","host_organization_lineage":["https://openalex.org/P4310318575"],"host_organization_lineage_names":["Now Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Foundations and Trends in Databases","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/A5061858093","display_name":"Boris Glavic","orcid":"https://orcid.org/0000-0003-2887-2452"},"institutions":[{"id":"https://openalex.org/I180949307","display_name":"Illinois Institute of Technology","ror":"https://ror.org/037t3ry66","country_code":"US","type":"education","lineage":["https://openalex.org/I180949307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Boris Glavic","raw_affiliation_strings":["Illinois Institute of Technology , Chicago","Illinois Institute of Technology Chicago, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Illinois Institute of Technology , Chicago","institution_ids":["https://openalex.org/I180949307"]},{"raw_affiliation_string":"Illinois Institute of Technology Chicago, USA","institution_ids":["https://openalex.org/I180949307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019048013","display_name":"Alexandra Meliou","orcid":"https://orcid.org/0000-0001-7346-6002"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alexandra Alexandra","raw_affiliation_strings":["University of Massachusetts Amherst","University of Massachusetts Amherst, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Massachusetts Amherst","institution_ids":["https://openalex.org/I24603500"]},{"raw_affiliation_string":"University of Massachusetts Amherst, USA","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110322079","display_name":"Sudeepa Roy","orcid":null},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sudeepa Sudeepa","raw_affiliation_strings":["Duke University","Duke University, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Duke University","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"Duke University, USA","institution_ids":["https://openalex.org/I170897317"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.4203,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.94190734,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"11","issue":"3","first_page":"226","last_page":"318"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.7394000291824341,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.7394000291824341,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/debugging","display_name":"Debugging","score":0.8110194206237793},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5345216393470764},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.3888466954231262},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3528027832508087}],"concepts":[{"id":"https://openalex.org/C168065819","wikidata":"https://www.wikidata.org/wiki/Q845566","display_name":"Debugging","level":2,"score":0.8110194206237793},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5345216393470764},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.3888466954231262},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3528027832508087}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1561/1900000074","is_oa":false,"landing_page_url":"https://doi.org/10.1561/1900000074","pdf_url":null,"source":{"id":"https://openalex.org/S139685423","display_name":"Foundations and Trends in Databases","issn_l":"1931-7883","issn":["1931-7883","1931-7891"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318575","host_organization_name":"Now Publishers","host_organization_lineage":["https://openalex.org/P4310318575"],"host_organization_lineage_names":["Now Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Foundations and Trends in Databases","raw_type":"journal-article"},{"id":"pmh:oai:aleph.bib-bvb.de:BVB01-033292566","is_oa":false,"landing_page_url":"https://www.nowpublishers.com/article/Details/DBS-074","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"software, multimedia"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4321442002","https://openalex.org/W2015265939","https://openalex.org/W2284072287","https://openalex.org/W2611067230","https://openalex.org/W2480201319","https://openalex.org/W2387706296","https://openalex.org/W2155788121","https://openalex.org/W4235469518","https://openalex.org/W2061417947"],"abstract_inverted_index":{"Humans":[0],"reason":[1],"about":[2],"the":[3,21,53,146,149,152,155,159,162,173,192,195,205,223,228],"world":[4],"around":[5],"them":[6],"by":[7,179],"seeking":[8],"to":[9,20,65,111,182],"understand":[10,91],"why":[11],"and":[12,36,43,55,69,71,98,134,158,172,207],"how":[13,208],"something":[14,199],"occurs.":[15],"The":[16],"same":[17],"principle":[18],"extends":[19],"technology":[22],"that":[23,127],"so":[24],"many":[25],"of":[26,33,46,52,115,140,148,154,161,194,204,218,230],"human":[27],"activities":[28],"increasingly":[29],"rely":[30],"on.":[31],"Issues":[32],"trust,":[34],"transparency,":[35],"understandability":[37],"are":[38,210],"critical":[39],"in":[40,102,107,118,232],"promoting":[41],"adoption":[42],"proper":[44],"use":[45],"systems.":[47,234],"However,":[48],"with":[49,85,215],"increasing":[50],"complexity":[51],"systems":[54],"technologies":[56],"we":[57],"use,":[58],"it":[59],"is":[60,110,200],"hard":[61],"or":[62],"even":[63],"impossible":[64],"comprehend":[66],"their":[67,100],"function":[68],"behavior,":[70],"justify":[72,95],"surprising":[73],"observations":[74],"through":[75,124,191],"manual":[76],"investigation":[77],"alone.":[78],"Explanation":[79],"support":[80,120],"can":[81,88],"ease":[82],"humans\u2019":[83],"interactions":[84],"technology:":[86],"explanations":[87,209],"help":[89],"users":[90],"a":[92,125,138,216],"system\u2019s":[93],"function,":[94],"system":[96],"results,":[97],"increase":[99],"trust":[101],"automated":[103],"decisions.":[104],"Our":[105],"goal":[106],"this":[108],"article":[109],"provide":[112],"an":[113],"overview":[114],"existing":[116],"work":[117],"explanation":[119,150,156,163],"for":[121,222],"data-driven":[122],"processes,":[123],"lens":[126,193],"identifies":[128],"commonalities":[129],"across":[130,143,169],"varied":[131],"problem":[132,185],"settings":[133],"solutions.":[135],"We":[136,165,187,213],"suggest":[137],"classification":[139],"explainability":[141,189,231],"requirements":[142],"three":[144],"dimensions:":[145],"target":[147],"(\u201cWhat\u201d),":[151],"audience":[153],"(\u201cWho\u201d),":[157],"purpose":[160],"(\u201cWhy\u201d).":[164],"identify":[166],"dominant":[167],"themes":[168],"these":[170],"dimensions":[171],"high-level":[174],"desiderata":[175],"each":[176],"implies,":[177],"accompanied":[178],"several":[180],"examples":[181],"motivate":[183],"various":[184],"settings.":[186],"discuss":[188],"solutions":[190],"\u201cHow\u201d":[196],"dimension:":[197],"How":[198],"explained":[201],"(the":[202],"form":[203],"explanation)":[206],"derived":[211],"(methodology).":[212],"conclude":[214],"roadmap":[217],"possible":[219],"research":[220],"directions":[221],"data":[224,233],"management":[225],"community":[226],"within":[227],"field":[229]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}