{"id":"https://openalex.org/W4393970756","doi":"https://doi.org/10.1145/3640544.3645248","title":"Bridging Domain Expertise and AI through Data Understanding","display_name":"Bridging Domain Expertise and AI through Data Understanding","publication_year":2024,"publication_date":"2024-03-18","ids":{"openalex":"https://openalex.org/W4393970756","doi":"https://doi.org/10.1145/3640544.3645248"},"language":"en","primary_location":{"id":"doi:10.1145/3640544.3645248","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3640544.3645248","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3640544.3645248","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the 29th International Conference on Intelligent User Interfaces","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/10.1145/3640544.3645248","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060423160","display_name":"Joshua Holstein","orcid":"https://orcid.org/0009-0005-3885-8365"},"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":"Joshua Holstein","raw_affiliation_strings":["Karlsruhe Institute of Technology, Germany"],"raw_orcid":"https://orcid.org/0009-0005-3885-8365","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology, Germany","institution_ids":["https://openalex.org/I102335020"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5060423160"],"corresponding_institution_ids":["https://openalex.org/I102335020"],"apc_list":null,"apc_paid":null,"fwci":1.8772,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.85463367,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"163","last_page":"165"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9853000044822693,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"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/T11719","display_name":"Data Quality and Management","score":0.9853000044822693,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"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/T10799","display_name":"Data Visualization and Analytics","score":0.9843999743461609,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9825999736785889,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/bridging","display_name":"Bridging (networking)","score":0.8240306377410889},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7309141159057617},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.649046778678894},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5738540291786194},{"id":"https://openalex.org/keywords/domain-knowledge","display_name":"Domain knowledge","score":0.56330406665802},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5036496520042419},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.393847793340683},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3653830289840698}],"concepts":[{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.8240306377410889},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7309141159057617},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.649046778678894},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5738540291786194},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.56330406665802},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5036496520042419},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.393847793340683},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3653830289840698},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3640544.3645248","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3640544.3645248","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3640544.3645248","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the 29th International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3640544.3645248","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3640544.3645248","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3640544.3645248","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the 29th International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4393970756.pdf"},"referenced_works_count":12,"referenced_works":["https://openalex.org/W2135577168","https://openalex.org/W2293107570","https://openalex.org/W4200632541","https://openalex.org/W4327810784","https://openalex.org/W4360991389","https://openalex.org/W4366548675","https://openalex.org/W4366549077","https://openalex.org/W4366549287","https://openalex.org/W4387455665","https://openalex.org/W4387885672","https://openalex.org/W4391128914","https://openalex.org/W4392488972"],"related_works":["https://openalex.org/W4388870064","https://openalex.org/W2183920283","https://openalex.org/W2111378376","https://openalex.org/W1583422155","https://openalex.org/W1649619740","https://openalex.org/W1967073618","https://openalex.org/W35257588","https://openalex.org/W3213252596","https://openalex.org/W1534006406","https://openalex.org/W2165071883"],"abstract_inverted_index":{"With":[0],"the":[1,59,76,108],"ongoing":[2],"digitalization":[3],"of":[4,15],"complex":[5,80,105],"systems,":[6],"for":[7,61,104,131],"example":[8],"in":[9,45,98,144,165],"manufacturing,":[10],"domain":[11,32,35,96,119,142],"experts\u2019":[12],"detailed":[13],"understanding":[14,27,75,103,145],"datasets":[16,57,81,153],"is":[17,86],"pivotal":[18],"to":[19,37,42,69,94,124,151],"effectively":[20,140],"training":[21,62],"machine":[22],"learning":[23],"(ML)":[24],"models.":[25],"This":[26,155],"obtained":[28],"through":[29,121,160],"their":[30],"deep":[31],"knowledge,":[33],"enables":[34],"experts":[36,41,97,143],"collaborate":[38],"with":[39],"method":[40],"identify":[43],"deficiencies":[44],"datasets,":[46,126,148],"such":[47],"as":[48],"biases":[49],"or":[50],"anomalies,":[51],"and":[52,79,82,127,146],"curate":[53,125,152],"them.":[54],"Such":[55],"curated":[56],"build":[58],"foundation":[60],"effective":[63],"ML":[64],"models,":[65],"which":[66],"are":[67],"able":[68],"inform":[70],"subsequent":[71],"decision-making":[72],"processes.":[73],"However,":[74],"increasingly":[77],"large":[78],"systems":[83,123,139],"they":[84],"represent":[85],"challenging.":[87],"Therefore,":[88],"this":[89],"doctoral":[90],"thesis":[91,109],"investigates":[92],"methods":[93],"support":[95,141],"building":[99],"a":[100],"solid":[101],"data":[102,116],"datasets.":[106],"Specifically,":[107],"focuses":[110],"on":[111],"three":[112],"key":[113],"areas:":[114],"conceptualizing":[115],"understanding,":[117,156],"augmenting":[118],"knowledge":[120],"VIS4ML":[122,138],"providing":[128],"contextual":[129,161],"information":[130],"AI-assisted":[132,167],"decision-making.":[133,168],"Initial":[134],"findings":[135],"indicate":[136],"that":[137],"contextualizing":[147],"enabling":[149],"them":[150],"collaboratively.":[154],"particularly":[157],"when":[158],"enriched":[159],"information,":[162],"shows":[163],"promise":[164],"enhancing":[166]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}