{"id":"https://openalex.org/W4399425032","doi":"https://doi.org/10.1145/3644384.3648574","title":"Towards a Technical Debt for AI-based Recommender System","display_name":"Towards a Technical Debt for AI-based Recommender System","publication_year":2024,"publication_date":"2024-04-14","ids":{"openalex":"https://openalex.org/W4399425032","doi":"https://doi.org/10.1145/3644384.3648574"},"language":"en","primary_location":{"id":"doi:10.1145/3644384.3648574","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3644384.3648574","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3644384.3648574","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 7th ACM/IEEE International Conference on Technical Debt","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3644384.3648574","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050985467","display_name":"Sergio Moreschini","orcid":"https://orcid.org/0000-0002-5582-9487"},"institutions":[{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]},{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Sergio Moreschini","raw_affiliation_strings":["Tampere University, Tampere, Finland","University of Oulu, Oulu, Finland"],"raw_orcid":"https://orcid.org/0000-0002-5582-9487","affiliations":[{"raw_affiliation_string":"Tampere University, Tampere, Finland","institution_ids":["https://openalex.org/I166825849"]},{"raw_affiliation_string":"University of Oulu, Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015576503","display_name":"Valentina Lenarduzzi","orcid":"https://orcid.org/0000-0003-0511-5133"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Valentina Lenarduzzi","raw_affiliation_strings":["University of Oulu, Oulu, Finland"],"raw_orcid":"https://orcid.org/0000-0003-0511-5133","affiliations":[{"raw_affiliation_string":"University of Oulu, Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060454956","display_name":"Ludovik \u00c7oba","orcid":"https://orcid.org/0000-0003-1905-7472"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ludovik Coba","raw_affiliation_strings":["Roku Inc, San Jose, California, USA"],"raw_orcid":"https://orcid.org/0000-0003-1905-7472","affiliations":[{"raw_affiliation_string":"Roku Inc, San Jose, California, USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.5997,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.90709177,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"36","last_page":"39"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9984999895095825,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9984999895095825,"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"}},{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9980000257492065,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.992900013923645,"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/recommender-system","display_name":"Recommender system","score":0.928776204586029},{"id":"https://openalex.org/keywords/maintainability","display_name":"Maintainability","score":0.768092691898346},{"id":"https://openalex.org/keywords/technical-debt","display_name":"Technical debt","score":0.7652543187141418},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7335062623023987},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6791119575500488},{"id":"https://openalex.org/keywords/realm","display_name":"Realm","score":0.5730347633361816},{"id":"https://openalex.org/keywords/debt","display_name":"Debt","score":0.5527059435844421},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.428924024105072},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.37532293796539307},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3288625478744507},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.2319554090499878},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.15446242690086365},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.1173563003540039},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.114429771900177},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.06627923250198364}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.928776204586029},{"id":"https://openalex.org/C160713754","wikidata":"https://www.wikidata.org/wiki/Q1389965","display_name":"Maintainability","level":2,"score":0.768092691898346},{"id":"https://openalex.org/C159198006","wikidata":"https://www.wikidata.org/wiki/Q1532172","display_name":"Technical debt","level":4,"score":0.7652543187141418},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7335062623023987},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6791119575500488},{"id":"https://openalex.org/C2778757428","wikidata":"https://www.wikidata.org/wiki/Q1250464","display_name":"Realm","level":2,"score":0.5730347633361816},{"id":"https://openalex.org/C120527767","wikidata":"https://www.wikidata.org/wiki/Q3196867","display_name":"Debt","level":2,"score":0.5527059435844421},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.428924024105072},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.37532293796539307},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3288625478744507},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2319554090499878},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.15446242690086365},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.1173563003540039},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.114429771900177},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.06627923250198364},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3644384.3648574","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3644384.3648574","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3644384.3648574","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 7th ACM/IEEE International Conference on Technical Debt","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3644384.3648574","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3644384.3648574","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3644384.3648574","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 7th ACM/IEEE International Conference on Technical Debt","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.46000000834465027,"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4399425032.pdf"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W1597703625","https://openalex.org/W1928053952","https://openalex.org/W2028836139","https://openalex.org/W2147386665","https://openalex.org/W2161351857","https://openalex.org/W2163162311","https://openalex.org/W2565244242","https://openalex.org/W2765564115","https://openalex.org/W2893508485","https://openalex.org/W2902365885","https://openalex.org/W2908054697","https://openalex.org/W2911488506","https://openalex.org/W2917760808","https://openalex.org/W2957191877","https://openalex.org/W2998678832","https://openalex.org/W3021746702","https://openalex.org/W3087104250","https://openalex.org/W3094546485","https://openalex.org/W3099814932","https://openalex.org/W3100945072","https://openalex.org/W3105114834","https://openalex.org/W3105136066","https://openalex.org/W3106000504","https://openalex.org/W3209359916","https://openalex.org/W4205777432","https://openalex.org/W4226199624","https://openalex.org/W4229012946","https://openalex.org/W4298434102","https://openalex.org/W6688358662"],"related_works":["https://openalex.org/W2359053655","https://openalex.org/W2387777532","https://openalex.org/W2382709029","https://openalex.org/W2389147080","https://openalex.org/W2377883125","https://openalex.org/W2799896739","https://openalex.org/W2982546111","https://openalex.org/W1985040977","https://openalex.org/W4234730551","https://openalex.org/W4221164028"],"abstract_inverted_index":{"Balancing":[0],"the":[1,12,18,24,28,36,43,48],"management":[2],"of":[3,14,23,30,47],"technical":[4,33],"debt":[5,34],"within":[6],"recommender":[7,31],"systems":[8],"requires":[9],"effectively":[10],"juggling":[11],"introduction":[13],"new":[15],"features":[16],"with":[17,89],"ongoing":[19],"maintenance":[20],"and":[21,38,45,62],"enhancement":[22],"current":[25],"system.":[26],"Within":[27],"realm":[29],"systems,":[32],"encompasses":[35],"trade-offs":[37],"expedient":[39],"choices":[40],"made":[41],"during":[42],"development":[44],"upkeep":[46],"recommendation":[49],"system,":[50],"which":[51],"could":[52],"potentially":[53],"have":[54],"adverse":[55],"effects":[56],"on":[57],"its":[58],"long-term":[59],"performance,":[60],"scalability,":[61],"maintainability.":[63],"In":[64],"this":[65],"vision":[66],"paper,":[67],"our":[68],"objective":[69],"is":[70,95],"to":[71,97],"kickstart":[72],"a":[73],"research":[74],"direction":[75],"regarding":[76],"Technical":[77],"Debt":[78],"in":[79],"AI-based":[80],"Recommender":[81],"Systems.":[82],"We":[83],"identified":[84],"15":[85],"potential":[86],"factors,":[87],"along":[88],"detailed":[90],"explanations":[91],"outlining":[92],"why":[93],"it":[94],"advisable":[96],"consider":[98],"them.":[99]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}
