{"id":"https://openalex.org/W4294658819","doi":"https://doi.org/10.18293/seke2022-130","title":"An Enhanced Data Augmentation Approach to Support Multi-Class Code Readability Classification","display_name":"An Enhanced Data Augmentation Approach to Support Multi-Class Code Readability Classification","publication_year":2022,"publication_date":"2022-07-01","ids":{"openalex":"https://openalex.org/W4294658819","doi":"https://doi.org/10.18293/seke2022-130"},"language":"en","primary_location":{"id":"doi:10.18293/seke2022-130","is_oa":true,"landing_page_url":"https://doi.org/10.18293/seke2022-130","pdf_url":"https://doi.org/10.18293/seke2022-130","source":{"id":"https://openalex.org/S4220650826","display_name":"Proceedings/Proceedings of the ... International Conference on Software Engineering and Knowledge Engineering","issn_l":"2325-9000","issn":["2325-9000","2325-9086"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conferences on Software Engineering and Knowledge Engineering","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://doi.org/10.18293/seke2022-130","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5109585292","display_name":"Qing Mi","orcid":null},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qing Mi","raw_affiliation_strings":["Faculty of Information Technology, Beijing University of Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101222131","display_name":"Yiqun Hao","orcid":null},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiqun Hao","raw_affiliation_strings":["Faculty of Information Technology, Beijing University of Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019252218","display_name":"Maran Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Maran Wu","raw_affiliation_strings":["Faculty of Information Technology, Beijing University of Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057027387","display_name":"Liwei Ou","orcid":"https://orcid.org/0009-0006-9846-1156"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liwei Ou","raw_affiliation_strings":["Faculty of Information Technology, Beijing University of Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5109585292"],"corresponding_institution_ids":["https://openalex.org/I37796252"],"apc_list":null,"apc_paid":null,"fwci":1.212,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.83624916,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":"2022","issue":null,"first_page":"48","last_page":"53"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9825999736785889,"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/T10260","display_name":"Software Engineering Research","score":0.9825999736785889,"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.9517999887466431,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9296000003814697,"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/readability","display_name":"Readability","score":0.9354883432388306},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.814975380897522},{"id":"https://openalex.org/keywords/program-comprehension","display_name":"Program comprehension","score":0.5892838835716248},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5629523992538452},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5533089637756348},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5247523784637451},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5140703916549683},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.4680371582508087},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4403359889984131},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.35818028450012207},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3375623822212219},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.23422649502754211},{"id":"https://openalex.org/keywords/software-system","display_name":"Software system","score":0.12862300872802734},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.0634784996509552}],"concepts":[{"id":"https://openalex.org/C2778143727","wikidata":"https://www.wikidata.org/wiki/Q1820650","display_name":"Readability","level":2,"score":0.9354883432388306},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.814975380897522},{"id":"https://openalex.org/C2777561058","wikidata":"https://www.wikidata.org/wiki/Q2652119","display_name":"Program comprehension","level":4,"score":0.5892838835716248},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5629523992538452},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5533089637756348},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5247523784637451},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5140703916549683},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.4680371582508087},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4403359889984131},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35818028450012207},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3375623822212219},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.23422649502754211},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.12862300872802734},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0634784996509552},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18293/seke2022-130","is_oa":true,"landing_page_url":"https://doi.org/10.18293/seke2022-130","pdf_url":"https://doi.org/10.18293/seke2022-130","source":{"id":"https://openalex.org/S4220650826","display_name":"Proceedings/Proceedings of the ... International Conference on Software Engineering and Knowledge Engineering","issn_l":"2325-9000","issn":["2325-9000","2325-9086"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conferences on Software Engineering and Knowledge Engineering","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18293/seke2022-130","is_oa":true,"landing_page_url":"https://doi.org/10.18293/seke2022-130","pdf_url":"https://doi.org/10.18293/seke2022-130","source":{"id":"https://openalex.org/S4220650826","display_name":"Proceedings/Proceedings of the ... International Conference on Software Engineering and Knowledge Engineering","issn_l":"2325-9000","issn":["2325-9000","2325-9086"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conferences on Software Engineering and Knowledge Engineering","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321913","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4294658819.pdf","grobid_xml":"https://content.openalex.org/works/W4294658819.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W2020800417","https://openalex.org/W2043662475","https://openalex.org/W2066549963","https://openalex.org/W2112671335","https://openalex.org/W2112796928","https://openalex.org/W2126063715","https://openalex.org/W2130071626","https://openalex.org/W2159739762","https://openalex.org/W2403787929","https://openalex.org/W2424693453","https://openalex.org/W2463537704","https://openalex.org/W2739748921","https://openalex.org/W2741561716","https://openalex.org/W2749460454","https://openalex.org/W2794022343","https://openalex.org/W2806627899","https://openalex.org/W2830760308","https://openalex.org/W2898091194","https://openalex.org/W2964201867","https://openalex.org/W2964941017","https://openalex.org/W2997604048","https://openalex.org/W3043200283"],"related_works":["https://openalex.org/W2122804569","https://openalex.org/W2240979497","https://openalex.org/W2297781517","https://openalex.org/W2025599150","https://openalex.org/W3104152981","https://openalex.org/W2158202016","https://openalex.org/W2598318421","https://openalex.org/W2020166315","https://openalex.org/W3081644756","https://openalex.org/W4241100723"],"abstract_inverted_index":{"Context:":[0],"Code":[1],"readability":[2,18,32,54,88,96,119,148,154],"plays":[3],"a":[4,13,35,93,115,127],"critical":[5],"role":[6],"in":[7],"software":[8],"maintenance":[9],"and":[10,23,74,90,150],"evolvement,":[11],"where":[12],"metric":[14],"for":[15],"classifying":[16],"code":[17,31,53,95,118,147,153],"levels":[19],"is":[20,124,160],"both":[21],"applicable":[22],"desired.":[24],"However,":[25],"most":[26],"prior":[27],"research":[28],"has":[29],"treated":[30],"classification":[33,37,55,120,149],"as":[34],"binary":[36],"task":[38],"due":[39],"to":[40,105,133,162],"the":[41,49,68,136],"lack":[42],"of":[43,51,70,80,101,122,130,144],"labeled":[44],"data.":[45,138],"Objective:":[46],"To":[47],"support":[48],"training":[50],"multi-class":[52,94,117,146],"models,":[56],"we":[57,84],"propose":[58],"an":[59,141,151],"enhanced":[60,152],"data":[61,72,76,89,155],"augmentation":[62,82,108,156],"approach.":[63,109],"Method:":[64],"The":[65,110],"approach":[66],"includes":[67],"use":[69],"domainspecific":[71],"transformation":[73],"GAN-based":[75],"augmentation.":[77],"By":[78],"virtue":[79],"this":[81],"approach,":[83,157],"could":[85],"generate":[86],"sufficient":[87],"well":[91],"train":[92],"model.":[97],"Result:":[98],"A":[99],"series":[100],"experiments":[102],"are":[103],"conducted":[104],"evaluate":[106],"our":[107,158],"experimental":[111],"results":[112],"show":[113],"that":[114],"state-of-the-art":[116],"accuracy":[121],"68.0%":[123],"reached":[125],"with":[126],"significant":[128],"improvement":[129],"6.3%":[131],"compared":[132],"only":[134],"using":[135],"original":[137],"Conclusion:":[139],"As":[140],"innovative":[142],"work":[143],"proposing":[145],"method":[159],"proved":[161],"be":[163],"effective.":[164]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
