{"id":"https://openalex.org/W4399776846","doi":"https://doi.org/10.1145/3665939.3665967","title":"Towards Extending XAI for Full Data Science Pipelines","display_name":"Towards Extending XAI for Full Data Science Pipelines","publication_year":2024,"publication_date":"2024-06-14","ids":{"openalex":"https://openalex.org/W4399776846","doi":"https://doi.org/10.1145/3665939.3665967"},"language":"en","primary_location":{"id":"doi:10.1145/3665939.3665967","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3665939.3665967","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3665939.3665967","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 Workshop on Human-In-the-Loop Data Analytics","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3665939.3665967","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067440026","display_name":"Nadja Geisler","orcid":"https://orcid.org/0000-0002-5245-6718"},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technische Universit\u00e4t Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Nadja Geisler","raw_affiliation_strings":["Technical University of Darmstadt, Darmstadt, Germany"],"affiliations":[{"raw_affiliation_string":"Technical University of Darmstadt, Darmstadt, Germany","institution_ids":["https://openalex.org/I31512782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073504200","display_name":"Carsten Binnig","orcid":"https://orcid.org/0000-0002-2744-7836"},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technische Universit\u00e4t Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Carsten Binnig","raw_affiliation_strings":["DFKI, Darmstadt, Germany","Technical University of Darmstadt, Darmstadt, Germany","Technical University of Darmstadt, Darmstadt, Germany DFKI, Darmstadt, Germany"],"affiliations":[{"raw_affiliation_string":"DFKI, Darmstadt, Germany","institution_ids":[]},{"raw_affiliation_string":"Technical University of Darmstadt, Darmstadt, Germany","institution_ids":["https://openalex.org/I31512782"]},{"raw_affiliation_string":"Technical University of Darmstadt, Darmstadt, Germany DFKI, Darmstadt, Germany","institution_ids":["https://openalex.org/I31512782"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5067440026"],"corresponding_institution_ids":["https://openalex.org/I31512782"],"apc_list":null,"apc_paid":null,"fwci":1.02,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.84908427,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9979000091552734,"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":0.9979000091552734,"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"}},{"id":"https://openalex.org/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9872000217437744,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11937","display_name":"Research Data Management Practices","score":0.970300018787384,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/pipeline-transport","display_name":"Pipeline transport","score":0.6748738288879395},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49985456466674805},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2540207505226135},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.1482834815979004}],"concepts":[{"id":"https://openalex.org/C175309249","wikidata":"https://www.wikidata.org/wiki/Q725864","display_name":"Pipeline transport","level":2,"score":0.6748738288879395},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49985456466674805},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2540207505226135},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.1482834815979004}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3665939.3665967","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3665939.3665967","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3665939.3665967","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 Workshop on Human-In-the-Loop Data Analytics","raw_type":"proceedings-article"},{"id":"pmh:oai:tubiblio.ulb.tu-darmstadt.de:153590","is_oa":false,"landing_page_url":"http://tubiblio.ulb.tu-darmstadt.de/view/person/Geisler=3ANadja=3A=3A.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4377196390","display_name":"TUbilio (Technical University of Darmstadt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I31512782","host_organization_name":"Technische Universit\u00e4t Darmstadt","host_organization_lineage":["https://openalex.org/I31512782"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"NonPeerReviewed"}],"best_oa_location":{"id":"doi:10.1145/3665939.3665967","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3665939.3665967","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3665939.3665967","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 Workshop on Human-In-the-Loop Data Analytics","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.46000000834465027,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G2991786998","display_name":null,"funder_award_id":"02L19C150","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"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"}],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399776846.pdf","grobid_xml":"https://content.openalex.org/works/W4399776846.grobid-xml"},"referenced_works_count":12,"referenced_works":["https://openalex.org/W159119308","https://openalex.org/W1983170052","https://openalex.org/W2014545475","https://openalex.org/W2140898374","https://openalex.org/W2282821441","https://openalex.org/W2295598076","https://openalex.org/W2912083425","https://openalex.org/W2949697405","https://openalex.org/W2997591727","https://openalex.org/W6888840370","https://openalex.org/W6888864499","https://openalex.org/W6926478782"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Data":[0],"preprocessing":[1,35,68],"and":[2,81,105,131],"engineering":[3],"are":[4,96],"essential":[5],"parts":[6],"of":[7,17,41,65,101,121,128,137,144],"any":[8],"AI":[9],"system,":[10],"as":[11,112],"indicated":[12],"by":[13,76,88,98],"the":[14,39,45,56,102,107,119,126,135,138,141,145],"current":[15],"trend":[16],"data-centric":[18],"AI.":[19],"However,":[20],"until":[21],"now,":[22],"explainability":[23],"efforts":[24],"have":[25],"almost":[26],"exclusively":[27],"focused":[28],"on":[29,44,50,140],"models.":[30],"We":[31],"propose":[32],"explanations":[33],"for":[34,67],"pipelines":[36],"that":[37],"express":[38,125],"impact":[40,66,122],"each":[42],"step":[43,91,130],"resulting":[46,108],"model":[47,109],"behavior":[48,110],"based":[49],"existing":[51],"feature":[52,113],"attribution":[53],"methods.":[54],"In":[55],"process,":[57],"we":[58,74,86],"introduce":[59],"two":[60],"related":[61],"but":[62,123],"distinct":[63],"measures":[64,117],"steps:":[69],"Leave-out":[70],"Impact":[71,83],"(What":[72,84],"do":[73,85],"lose/gain":[75,87],"leaving":[77],"out":[78],"this":[79,90,93],"step?)":[80],"Immediate":[82],"adding":[89],"at":[92],"time?).":[94],"Both":[95],"obtained":[97],"constructing":[99],"variations":[100],"original":[103],"pipeline":[104,139],"comparing":[106],"represented":[111],"importance":[114],"vectors.":[115],"These":[116],"reflect":[118],"intuition":[120],"also":[124],"effects":[127],"a":[129],"its":[132],"interactions":[133],"with":[134],"rest":[136],"internal":[142],"workings":[143],"trained":[146],"model.":[147]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
