{"id":"https://openalex.org/W3184596548","doi":"https://doi.org/10.5220/0010602203100317","title":"Transfer Learning for Just-in-Time Design Smells Prediction using Temporal Convolutional Networks","display_name":"Transfer Learning for Just-in-Time Design Smells Prediction using Temporal Convolutional Networks","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3184596548","doi":"https://doi.org/10.5220/0010602203100317","mag":"3184596548"},"language":"en","primary_location":{"id":"doi:10.5220/0010602203100317","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0010602203100317","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 16th International Conference on Software Technologies","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0010602203100317","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090801575","display_name":"Pasquale Ardimento","orcid":"https://orcid.org/0000-0001-6134-2993"},"institutions":[{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Pasquale Ardimento","raw_affiliation_strings":["Computer Science Department, University of Bari Aldo Moro, Via E. Orabona 4, Bari, Italy, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Computer Science Department, University of Bari Aldo Moro, Via E. Orabona 4, Bari, Italy, --- Select a Country ---","institution_ids":["https://openalex.org/I5561750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021224978","display_name":"Lerina Aversano","orcid":"https://orcid.org/0000-0003-2436-6835"},"institutions":[{"id":"https://openalex.org/I16337185","display_name":"University of Sannio","ror":"https://ror.org/04vc81p87","country_code":"IT","type":"education","lineage":["https://openalex.org/I16337185"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Lerina Aversano","raw_affiliation_strings":["University of Sannio, Benevento, Italy, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"University of Sannio, Benevento, Italy, --- Select a Country ---","institution_ids":["https://openalex.org/I16337185"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032066141","display_name":"Mario Luca Bernardi","orcid":"https://orcid.org/0000-0002-3223-7032"},"institutions":[{"id":"https://openalex.org/I16337185","display_name":"University of Sannio","ror":"https://ror.org/04vc81p87","country_code":"IT","type":"education","lineage":["https://openalex.org/I16337185"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Mario Bernardi","raw_affiliation_strings":["University of Sannio, Benevento, Italy, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"University of Sannio, Benevento, Italy, --- Select a Country ---","institution_ids":["https://openalex.org/I16337185"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027577443","display_name":"Marta Cimitile","orcid":"https://orcid.org/0000-0003-2403-8313"},"institutions":[{"id":"https://openalex.org/I4210130905","display_name":"Unitelma Sapienza University","ror":"https://ror.org/04dfrdm61","country_code":"IT","type":"education","lineage":["https://openalex.org/I4210130905"]},{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marta Cimitile","raw_affiliation_strings":["Unitelma Sapienza, University of Rome, Italy, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Unitelma Sapienza, University of Rome, Italy, --- Select a Country ---","institution_ids":["https://openalex.org/I4210130905","https://openalex.org/I861853513"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024514136","display_name":"Martina Iammarino","orcid":"https://orcid.org/0000-0001-8025-733X"},"institutions":[{"id":"https://openalex.org/I16337185","display_name":"University of Sannio","ror":"https://ror.org/04vc81p87","country_code":"IT","type":"education","lineage":["https://openalex.org/I16337185"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Martina Iammarino","raw_affiliation_strings":["University of Sannio, Benevento, Italy, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"University of Sannio, Benevento, Italy, --- Select a Country ---","institution_ids":["https://openalex.org/I16337185"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5090801575"],"corresponding_institution_ids":["https://openalex.org/I5561750"],"apc_list":null,"apc_paid":null,"fwci":0.2245,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.48439309,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10672","display_name":"Design Education and Practice","score":0.957099974155426,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10672","display_name":"Design Education and Practice","score":0.957099974155426,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9549000263214111,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T11006","display_name":"BIM and Construction Integration","score":0.9358999729156494,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7214678525924683},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6954810619354248},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5098766088485718},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5096554756164551},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3483179807662964}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7214678525924683},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6954810619354248},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5098766088485718},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5096554756164551},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3483179807662964}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.5220/0010602203100317","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0010602203100317","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 16th International Conference on Software Technologies","raw_type":"proceedings-article"},{"id":"pmh:oai:ricerca.uniba.it:11586/312931","is_oa":false,"landing_page_url":"http://hdl.handle.net/11586/312931","pdf_url":null,"source":{"id":"https://openalex.org/S4377196296","display_name":"CINECA IRIS Institutional Research Information System (University of Bari Aldo Moro)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I5561750","host_organization_name":"University of Bari Aldo Moro","host_organization_lineage":["https://openalex.org/I5561750"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:ricerca.uniba.it:11586/376193","is_oa":false,"landing_page_url":"http://hdl.handle.net/11586/376193","pdf_url":null,"source":{"id":"https://openalex.org/S4377196296","display_name":"CINECA IRIS Institutional Research Information System (University of Bari Aldo Moro)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I5561750","host_organization_name":"University of Bari Aldo Moro","host_organization_lineage":["https://openalex.org/I5561750"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"doi:10.5220/0010602203100317","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0010602203100317","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 16th International Conference on Software Technologies","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.4099999964237213,"display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3183901164","https://openalex.org/W3135818718","https://openalex.org/W3046775127","https://openalex.org/W4290188444","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W3167935049","https://openalex.org/W3003905048"],"abstract_inverted_index":{"Defect":[0],"prediction":[1,26,47,135],"and":[2,12,32,60,122],"estimation":[3],"techniques":[4,20],"play":[5],"a":[6,52,78,114],"significant":[7],"role":[8],"in":[9],"software":[10,93],"maintenance":[11],"evolution.":[13],"Recently,":[14],"several":[15],"research":[16],"studies":[17],"proposed":[18,129],"just-in-time":[19],"to":[21,57,84,104],"predict":[22],"defective":[23],"changes.":[24],"Such":[25],"models":[27],"make":[28,105],"the":[29,34,38,97,106,128],"developers":[30],"check":[31],"fix":[33],"defects":[35,49],"just":[36],"at":[37],"time":[39],"they":[40],"are":[41],"introduced":[42],"(commit":[43],"level).":[44],"Nevertheless,":[45],"early":[46],"of":[48,81,92],"is":[50,111],"still":[51],"challenging":[53],"task":[54],"that":[55],"needs":[56],"be":[58,62],"addressed":[59],"can":[61],"improved":[63],"by":[64],"getting":[65],"higher":[66],"performances.":[67],"To":[68],"address":[69],"this":[70,72],"issue":[71],"paper":[73],"proposes":[74],"an":[75],"approach":[76,98,130],"exploiting":[77],"large":[79,115],"set":[80],"features":[82],"corresponding":[83],"source":[85],"code":[86],"metrics":[87],"detected":[88],"from":[89],"commits":[90],"history":[91],"projects.":[94],"In":[95],"particular,":[96],"uses":[99],"deep":[100],"temporal":[101],"convolutional":[102],"networks":[103],"fault":[107],"prediction.":[108],"The":[109],"evaluation":[110],"performed":[112],"on":[113],"data-set,":[116],"concerning":[117],"four":[118],"well-known":[119],"open-source":[120],"projects":[121],"shows":[123],"that,":[124],"under":[125],"certain":[126],"considerations,":[127],"has":[131],"effective":[132],"defect":[133],"proneness":[134],"ability.":[136]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2021-08-02T00:00:00"}