{"id":"https://openalex.org/W4319150660","doi":"https://doi.org/10.1145/3526073.3527593","title":"Challenges in machine learning application development","display_name":"Challenges in machine learning application development","publication_year":2022,"publication_date":"2022-05-19","ids":{"openalex":"https://openalex.org/W4319150660","doi":"https://doi.org/10.1145/3526073.3527593"},"language":"en","primary_location":{"id":"doi:10.1145/3526073.3527593","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3526073.3527593","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3526073.3527593","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 1st Workshop on Software Engineering for Responsible AI","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/10.1145/3526073.3527593","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101773923","display_name":"Md Saidur Rahman","orcid":"https://orcid.org/0000-0002-5677-5927"},"institutions":[{"id":"https://openalex.org/I45683168","display_name":"Polytechnique Montr\u00e9al","ror":"https://ror.org/05f8d4e86","country_code":"CA","type":"education","lineage":["https://openalex.org/I45683168"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Md Saidur Rahman","raw_affiliation_strings":["Polytechnique Montreal, Canada"],"affiliations":[{"raw_affiliation_string":"Polytechnique Montreal, Canada","institution_ids":["https://openalex.org/I45683168"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071052367","display_name":"Foutse Khomh","orcid":"https://orcid.org/0000-0002-5704-4173"},"institutions":[{"id":"https://openalex.org/I45683168","display_name":"Polytechnique Montr\u00e9al","ror":"https://ror.org/05f8d4e86","country_code":"CA","type":"education","lineage":["https://openalex.org/I45683168"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Foutse Khomh","raw_affiliation_strings":["Polytechnique Montreal, Canada"],"affiliations":[{"raw_affiliation_string":"Polytechnique Montreal, Canada","institution_ids":["https://openalex.org/I45683168"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003461969","display_name":"Emilio Rivera","orcid":null},"institutions":[{"id":"https://openalex.org/I45683168","display_name":"Polytechnique Montr\u00e9al","ror":"https://ror.org/05f8d4e86","country_code":"CA","type":"education","lineage":["https://openalex.org/I45683168"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Emilio Rivera","raw_affiliation_strings":["Polytechnique Montreal, Canada"],"affiliations":[{"raw_affiliation_string":"Polytechnique Montreal, Canada","institution_ids":["https://openalex.org/I45683168"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048594006","display_name":"Yann\u2010Ga\u00ebl Gu\u00e9h\u00e9neuc","orcid":"https://orcid.org/0000-0002-4361-2563"},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Yann-Ga\u00ebl Gu\u00e9h\u00e9neuc","raw_affiliation_strings":["Concordia University, Canada"],"affiliations":[{"raw_affiliation_string":"Concordia University, Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016608244","display_name":"Bernd Lehnert","orcid":null},"institutions":[{"id":"https://openalex.org/I4210117871","display_name":"Systems, Applications & Products in Data Processing (Canada)","ror":"https://ror.org/025jhd967","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210117871","https://openalex.org/I4210132444"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Bernd Lehnert","raw_affiliation_strings":["SAP Montreal, Canada"],"affiliations":[{"raw_affiliation_string":"SAP Montreal, Canada","institution_ids":["https://openalex.org/I4210117871"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101773923"],"corresponding_institution_ids":["https://openalex.org/I45683168"],"apc_list":null,"apc_paid":null,"fwci":0.796,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.77433943,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"21","last_page":"28"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9950000047683716,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9950000047683716,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9950000047683716,"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/T10260","display_name":"Software Engineering Research","score":0.9915000200271606,"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/computer-science","display_name":"Computer science","score":0.7237617373466492},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.6831437349319458},{"id":"https://openalex.org/keywords/business-process","display_name":"Business process","score":0.5476114749908447},{"id":"https://openalex.org/keywords/workbench","display_name":"Workbench","score":0.5417947769165039},{"id":"https://openalex.org/keywords/database-transaction","display_name":"Database transaction","score":0.5161205530166626},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.500093936920166},{"id":"https://openalex.org/keywords/suite","display_name":"Suite","score":0.498643159866333},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.4502515196800232},{"id":"https://openalex.org/keywords/process-management","display_name":"Process management","score":0.4411359429359436},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.428668737411499},{"id":"https://openalex.org/keywords/business-process-management","display_name":"Business process management","score":0.42522597312927246},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4193328022956848},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.41851821541786194},{"id":"https://openalex.org/keywords/engineering-management","display_name":"Engineering management","score":0.325486421585083},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2925151586532593},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.23933029174804688},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2290811538696289},{"id":"https://openalex.org/keywords/work-in-process","display_name":"Work in process","score":0.14710769057273865},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.14476752281188965},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.13846689462661743},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13068729639053345},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.12433171272277832}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7237617373466492},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6831437349319458},{"id":"https://openalex.org/C85345410","wikidata":"https://www.wikidata.org/wiki/Q851587","display_name":"Business process","level":3,"score":0.5476114749908447},{"id":"https://openalex.org/C2779145975","wikidata":"https://www.wikidata.org/wiki/Q347690","display_name":"Workbench","level":3,"score":0.5417947769165039},{"id":"https://openalex.org/C75949130","wikidata":"https://www.wikidata.org/wiki/Q848010","display_name":"Database transaction","level":2,"score":0.5161205530166626},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.500093936920166},{"id":"https://openalex.org/C79581498","wikidata":"https://www.wikidata.org/wiki/Q1367530","display_name":"Suite","level":2,"score":0.498643159866333},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.4502515196800232},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.4411359429359436},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.428668737411499},{"id":"https://openalex.org/C80309976","wikidata":"https://www.wikidata.org/wiki/Q7007379","display_name":"Business process management","level":4,"score":0.42522597312927246},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4193328022956848},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.41851821541786194},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.325486421585083},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2925151586532593},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.23933029174804688},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2290811538696289},{"id":"https://openalex.org/C174998907","wikidata":"https://www.wikidata.org/wiki/Q357662","display_name":"Work in process","level":2,"score":0.14710769057273865},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.14476752281188965},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.13846689462661743},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13068729639053345},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.12433171272277832},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"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/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3526073.3527593","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3526073.3527593","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3526073.3527593","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 1st Workshop on Software Engineering for Responsible AI","raw_type":"proceedings-article"},{"id":"pmh:oai:publications.polymtl.ca:51293","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401013","display_name":"PolyPublie (\u00c9cole Polytechnique de Montr\u00e9al)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45683168","host_organization_name":"Polytechnique Montr\u00e9al","host_organization_lineage":["https://openalex.org/I45683168"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Communication de conf\u00e9rence"}],"best_oa_location":{"id":"doi:10.1145/3526073.3527593","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3526073.3527593","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3526073.3527593","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 1st Workshop on Software Engineering for Responsible AI","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.46000000834465027,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"},{"score":0.4099999964237213,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4319150660.pdf","grobid_xml":"https://content.openalex.org/works/W4319150660.grobid-xml"},"referenced_works_count":8,"referenced_works":["https://openalex.org/W1964378848","https://openalex.org/W2100495367","https://openalex.org/W2588336250","https://openalex.org/W2925515791","https://openalex.org/W2926314329","https://openalex.org/W2979417040","https://openalex.org/W4237301547","https://openalex.org/W4291213652"],"related_works":["https://openalex.org/W2005124518","https://openalex.org/W2488068909","https://openalex.org/W1500719467","https://openalex.org/W1823477348","https://openalex.org/W4289825098","https://openalex.org/W4361865022","https://openalex.org/W2390437968","https://openalex.org/W78688763","https://openalex.org/W2074731606","https://openalex.org/W2148494579"],"abstract_inverted_index":{"SAP":[0,30,89],"is":[1],"the":[2,48,74,148,151,183,212,217],"market":[3],"leader":[4],"in":[5,150],"enterprise":[6],"application":[7],"software":[8,108],"offering":[9],"an":[10,91,168],"end-to-end":[11],"suite":[12],"of":[13,29,34,50,73,114,136,227],"applications":[14],"and":[15,54,66,86,120,134,147,176,181,192,201,209,235,241],"services":[16],"to":[17,22,60,83,124,128,171],"enable":[18],"their":[19,24,38,143],"customers":[20,28],"worldwide":[21],"operate":[23],"business.":[25,40],"Especially,":[26],"retail":[27,45,75],"deal":[31],"with":[32,214],"millions":[33],"sales":[35,46],"transactions":[36,56,76],"for":[37,64,94,109,216,224],"day-to-day":[39],"Transactions":[41],"are":[42,57,117,139],"created":[43],"during":[44,188],"at":[47],"point":[49],"sale":[51],"(POS)":[52],"terminals":[53],"those":[55],"then":[58],"sent":[59],"some":[61],"central":[62],"servers":[63],"validations":[65],"other":[67,239],"business":[68,145,152],"operations.":[69],"A":[70],"considerable":[71],"proportion":[72],"may":[77],"have":[78],"inconsistencies":[79],"or":[80],"anomalies":[81],"due":[82,127],"many":[84],"technical":[85],"human":[87],"errors.":[88],"provides":[90],"automated":[92,132],"process":[93,102],"error":[95],"detection":[96,133],"but":[97],"still":[98],"requires":[99],"a":[100,163],"manual":[101,112],"by":[103],"dedicated":[104],"employees":[105],"using":[106],"workbench":[107],"correction.":[110],"However,":[111],"corrections":[113],"these":[115],"errors":[116,126,138,175],"time-consuming,":[118],"labor-intensive,":[119],"might":[121],"be":[122],"prone":[123],"further":[125],"incorrect":[129],"modifications.":[130],"Thus,":[131],"correction":[135],"transaction":[137,174],"very":[140],"important":[141],"regarding":[142],"potential":[144],"values":[146],"improvement":[149],"workflow.":[153],"In":[154],"this":[155,189],"paper,":[156],"we":[157,166,186],"report":[158,205],"on":[159,206],"our":[160,207,228,233],"experience":[161,208],"from":[162,195,211],"project":[164,213],"where":[165],"develop":[167],"AI-based":[169],"system":[170],"automatically":[172],"detect":[173],"propose":[177],"corrections.":[178],"We":[179,204,220,230],"identify":[180],"discuss":[182],"challenges":[184],"that":[185,232],"faced":[187],"collaborative":[190],"research":[191],"development":[193],"project,":[194],"two":[196],"distinct":[197],"perspectives:":[198],"Software":[199],"Engineering":[200],"Machine":[202],"Learning.":[203],"insights":[210],"guidelines":[215],"identified":[218],"challenges.":[219],"collect":[221],"developers'":[222],"feedback":[223],"qualitative":[225],"analysis":[226],"findings.":[229],"believe":[231],"findings":[234],"recommendations":[236],"can":[237],"help":[238],"researchers":[240],"practitioners":[242],"embarking":[243],"into":[244],"similar":[245],"endeavours.":[246]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2023-02-04T00:00:00"}
