{"id":"https://openalex.org/W2937381238","doi":"https://doi.org/10.1155/2019/6230953","title":"Software Defect Prediction via Attention-Based Recurrent Neural Network","display_name":"Software Defect Prediction via Attention-Based Recurrent Neural Network","publication_year":2019,"publication_date":"2019-04-15","ids":{"openalex":"https://openalex.org/W2937381238","doi":"https://doi.org/10.1155/2019/6230953","mag":"2937381238"},"language":"en","primary_location":{"id":"doi:10.1155/2019/6230953","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2019/6230953","pdf_url":"http://downloads.hindawi.com/journals/sp/2019/6230953.pdf","source":{"id":"https://openalex.org/S166774750","display_name":"Scientific Programming","issn_l":"1058-9244","issn":["1058-9244","1875-919X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Programming","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"http://downloads.hindawi.com/journals/sp/2019/6230953.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034901082","display_name":"Guisheng Fan","orcid":"https://orcid.org/0000-0002-2702-0242"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Guisheng Fan","raw_affiliation_strings":["Department of Computer Science and Engineering, East China University of Science and Technology, Shanghai, China","Shanghai Key Laboratory of Computer Software Evaluating and Testing, Shanghai 201112, China"],"raw_orcid":"https://orcid.org/0000-0002-2702-0242","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, East China University of Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I143593769"]},{"raw_affiliation_string":"Shanghai Key Laboratory of Computer Software Evaluating and Testing, Shanghai 201112, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001770679","display_name":"Xuyang Diao","orcid":"https://orcid.org/0000-0002-8377-3484"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xuyang Diao","raw_affiliation_strings":["Department of Computer Science and Engineering, East China University of Science and Technology, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-8377-3484","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, East China University of Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058941949","display_name":"Huiqun Yu","orcid":"https://orcid.org/0000-0002-1899-1135"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Huiqun Yu","raw_affiliation_strings":["Department of Computer Science and Engineering, East China University of Science and Technology, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-1899-1135","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, East China University of Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101891588","display_name":"Kang Yang","orcid":"https://orcid.org/0000-0002-5863-1003"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kang Yang","raw_affiliation_strings":["Department of Computer Science and Engineering, East China University of Science and Technology, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-5863-1003","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, East China University of Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101592628","display_name":"Liqiong Chen","orcid":"https://orcid.org/0000-0003-1927-2148"},"institutions":[{"id":"https://openalex.org/I67001856","display_name":"Shanghai Institute of Technology","ror":"https://ror.org/00fjzqj15","country_code":"CN","type":"education","lineage":["https://openalex.org/I67001856"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liqiong Chen","raw_affiliation_strings":["Department of Computer Science and Information Engineering, Shanghai Institute of Technology, Shanghai 201418, China"],"raw_orcid":"https://orcid.org/0000-0003-1927-2148","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, Shanghai Institute of Technology, Shanghai 201418, China","institution_ids":["https://openalex.org/I67001856"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5001770679","https://openalex.org/A5034901082","https://openalex.org/A5058941949"],"corresponding_institution_ids":["https://openalex.org/I143593769"],"apc_list":{"value":2000,"currency":"USD","value_usd":2000},"apc_paid":{"value":2000,"currency":"USD","value_usd":2000},"fwci":23.4387,"has_fulltext":true,"cited_by_count":140,"citation_normalized_percentile":{"value":0.99386035,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"2019","issue":null,"first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":1.0,"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":1.0,"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":0.9972000122070312,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.8484704494476318},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6145331859588623},{"id":"https://openalex.org/keywords/java","display_name":"Java","score":0.5987757444381714},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5596033334732056},{"id":"https://openalex.org/keywords/syntax","display_name":"Syntax","score":0.5585108995437622},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5434442162513733},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5302484035491943},{"id":"https://openalex.org/keywords/abstract-syntax","display_name":"Abstract syntax","score":0.5256960391998291},{"id":"https://openalex.org/keywords/abstract-syntax-tree","display_name":"Abstract syntax tree","score":0.4921938478946686},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.47196897864341736},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.47095924615859985},{"id":"https://openalex.org/keywords/word-embedding","display_name":"Word embedding","score":0.4578584134578705},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.4442085027694702},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4409930109977722},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.41469189524650574},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.40225866436958313},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.3892207145690918},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.2541564702987671},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.07995283603668213}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8484704494476318},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6145331859588623},{"id":"https://openalex.org/C548217200","wikidata":"https://www.wikidata.org/wiki/Q251","display_name":"Java","level":2,"score":0.5987757444381714},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5596033334732056},{"id":"https://openalex.org/C60048249","wikidata":"https://www.wikidata.org/wiki/Q37437","display_name":"Syntax","level":2,"score":0.5585108995437622},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5434442162513733},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5302484035491943},{"id":"https://openalex.org/C114408938","wikidata":"https://www.wikidata.org/wiki/Q333373","display_name":"Abstract syntax","level":3,"score":0.5256960391998291},{"id":"https://openalex.org/C58646249","wikidata":"https://www.wikidata.org/wiki/Q127380","display_name":"Abstract syntax tree","level":3,"score":0.4921938478946686},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.47196897864341736},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.47095924615859985},{"id":"https://openalex.org/C2777462759","wikidata":"https://www.wikidata.org/wiki/Q18395344","display_name":"Word embedding","level":3,"score":0.4578584134578705},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.4442085027694702},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4409930109977722},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.41469189524650574},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40225866436958313},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.3892207145690918},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.2541564702987671},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.07995283603668213}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2019/6230953","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2019/6230953","pdf_url":"http://downloads.hindawi.com/journals/sp/2019/6230953.pdf","source":{"id":"https://openalex.org/S166774750","display_name":"Scientific Programming","issn_l":"1058-9244","issn":["1058-9244","1875-919X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Programming","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:66a08d728e44455ea4ee93e3690f3320","is_oa":false,"landing_page_url":"https://doaj.org/article/66a08d728e44455ea4ee93e3690f3320","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scientific Programming, Vol 2019 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2019/6230953","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2019/6230953","pdf_url":"http://downloads.hindawi.com/journals/sp/2019/6230953.pdf","source":{"id":"https://openalex.org/S166774750","display_name":"Scientific Programming","issn_l":"1058-9244","issn":["1058-9244","1875-919X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Programming","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G195258714","display_name":null,"funder_award_id":"61702334","funder_id":"https://openalex.org/F4320325444","funder_display_name":"Shanghai Institute of Technology"},{"id":"https://openalex.org/G2427970377","display_name":null,"funder_award_id":"61772200","funder_id":"https://openalex.org/F4320321657","funder_display_name":"East China University of Science and Technology"},{"id":"https://openalex.org/G2745292890","display_name":null,"funder_award_id":"17ZR1429700","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2821481011","display_name":null,"funder_award_id":"61772200","funder_id":"https://openalex.org/F4320309612","funder_display_name":"Natural Science Foundation of Shanghai"},{"id":"https://openalex.org/G2889996975","display_name":null,"funder_award_id":"ZH1726108","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3594966830","display_name":null,"funder_award_id":"17ZR1429700","funder_id":"https://openalex.org/F4320321657","funder_display_name":"East China University of Science and Technology"},{"id":"https://openalex.org/G3599181332","display_name":null,"funder_award_id":"17ZR1406900","funder_id":"https://openalex.org/F4320321657","funder_display_name":"East China University of Science and Technology"},{"id":"https://openalex.org/G3688071605","display_name":null,"funder_award_id":"61702334","funder_id":"https://openalex.org/F4320321657","funder_display_name":"East China University of Science and Technology"},{"id":"https://openalex.org/G3823733169","display_name":null,"funder_award_id":"17PJ1401900","funder_id":"https://openalex.org/F4320321657","funder_display_name":"East China University of Science and Technology"},{"id":"https://openalex.org/G409772273","display_name":null,"funder_award_id":"17PJ1401900","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4406257911","display_name":null,"funder_award_id":"XTCX2016-20","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4547687644","display_name":null,"funder_award_id":"61702334","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4660282575","display_name":null,"funder_award_id":"17ZR1429700","funder_id":"https://openalex.org/F4320325444","funder_display_name":"Shanghai Institute of Technology"},{"id":"https://openalex.org/G5304320311","display_name":null,"funder_award_id":"61772200","funder_id":"https://openalex.org/F4320325444","funder_display_name":"Shanghai Institute of Technology"},{"id":"https://openalex.org/G5638108270","display_name":null,"funder_award_id":"ZH1726108","funder_id":"https://openalex.org/F4320321657","funder_display_name":"East China University of Science and Technology"},{"id":"https://openalex.org/G5678079414","display_name":null,"funder_award_id":"17ZR1429700","funder_id":"https://openalex.org/F4320309612","funder_display_name":"Natural Science Foundation of Shanghai"},{"id":"https://openalex.org/G5789385215","display_name":null,"funder_award_id":"ZH1726108","funder_id":"https://openalex.org/F4320325444","funder_display_name":"Shanghai Institute of Technology"},{"id":"https://openalex.org/G5907705664","display_name":"\u8f6f\u4ef6\u914d\u7f6e\u9519\u8bef\u7684\u4e3b\u52a8\u68c0\u6d4b\u6280\u672f\u7814\u7a76","funder_award_id":"61772200","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6221293955","display_name":null,"funder_award_id":"17ZR1406900","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6222034412","display_name":null,"funder_award_id":"XTCX2016-20","funder_id":"https://openalex.org/F4320325444","funder_display_name":"Shanghai Institute of Technology"},{"id":"https://openalex.org/G6309634465","display_name":null,"funder_award_id":"17PJ1401900","funder_id":"https://openalex.org/F4320325444","funder_display_name":"Shanghai Institute of Technology"},{"id":"https://openalex.org/G686393985","display_name":null,"funder_award_id":"17ZR1406900","funder_id":"https://openalex.org/F4320309612","funder_display_name":"Natural Science Foundation of Shanghai"},{"id":"https://openalex.org/G7268274910","display_name":null,"funder_award_id":"XTCX2016-20","funder_id":"https://openalex.org/F4320321657","funder_display_name":"East China University of Science and Technology"},{"id":"https://openalex.org/G7688012374","display_name":null,"funder_award_id":"17ZR1406900","funder_id":"https://openalex.org/F4320325444","funder_display_name":"Shanghai Institute of Technology"},{"id":"https://openalex.org/G8249329137","display_name":null,"funder_award_id":"61702334","funder_id":"https://openalex.org/F4320309612","funder_display_name":"Natural Science Foundation of Shanghai"},{"id":"https://openalex.org/G958979180","display_name":null,"funder_award_id":"17PJ1401900","funder_id":"https://openalex.org/F4320309612","funder_display_name":"Natural Science Foundation of Shanghai"},{"id":"https://openalex.org/G974134233","display_name":null,"funder_award_id":"ZH1726108","funder_id":"https://openalex.org/F4320309612","funder_display_name":"Natural Science Foundation of Shanghai"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320309612","display_name":"Natural Science Foundation of Shanghai","ror":null},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321657","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377"},{"id":"https://openalex.org/F4320325444","display_name":"Shanghai Institute of Technology","ror":"https://ror.org/00fjzqj15"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2937381238.pdf","grobid_xml":"https://content.openalex.org/works/W2937381238.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W1565746575","https://openalex.org/W1964962870","https://openalex.org/W1973445088","https://openalex.org/W1988195734","https://openalex.org/W2016944307","https://openalex.org/W2017439596","https://openalex.org/W2021688474","https://openalex.org/W2064330644","https://openalex.org/W2064675550","https://openalex.org/W2101227285","https://openalex.org/W2119456790","https://openalex.org/W2141014056","https://openalex.org/W2143637886","https://openalex.org/W2337776814","https://openalex.org/W2617227509","https://openalex.org/W2789942211","https://openalex.org/W2791812915","https://openalex.org/W2793681838","https://openalex.org/W2795927334","https://openalex.org/W2796200341","https://openalex.org/W2802138742","https://openalex.org/W2809021616","https://openalex.org/W2883977858","https://openalex.org/W3141989311"],"related_works":["https://openalex.org/W2077104824","https://openalex.org/W2536864162","https://openalex.org/W2613250302","https://openalex.org/W2390421503","https://openalex.org/W4389751695","https://openalex.org/W2095381028","https://openalex.org/W2387926336","https://openalex.org/W4294658953","https://openalex.org/W319507398","https://openalex.org/W2143166528"],"abstract_inverted_index":{"In":[0,82],"order":[1],"to":[2,11,17,41,147],"improve":[3],"software":[4,6,15,24],"reliability,":[5],"defect":[7,25,43,90,154],"prediction":[8,26,91],"is":[9,68],"applied":[10],"the":[12,46,49,58,144,173,188,198],"process":[13],"of":[14,23,45,51,64,107,123],"maintenance":[16],"identify":[18],"potential":[19],"bugs.":[20],"Traditional":[21],"methods":[22],"mainly":[27],"focus":[28],"on":[29],"designing":[30],"static":[31],"code":[32],"metrics,":[33],"which":[34,118],"are":[35,119],"input":[36],"into":[37],"machine":[38],"learning":[39],"classifiers":[40],"predict":[42],"probabilities":[44],"code.":[47],"However,":[48],"characteristics":[50],"these":[52],"artificial":[53],"metrics":[54,73],"do":[55],"not":[56],"contain":[57],"syntactic":[59,137],"structures":[60],"and":[61,74,109,128,138,170,192],"semantic":[62,139],"information":[63,67],"programs.":[65],"Such":[66],"more":[69,78],"significant":[70,150],"than":[71],"manual":[72],"can":[75,134],"provide":[76],"a":[77,87],"accurate":[79,153],"predictive":[80],"model.":[81],"this":[83],"paper,":[84],"we":[85,160],"propose":[86],"framework":[88],"called":[89],"via":[92],"attention-based":[93],"recurrent":[94],"neural":[95],"network":[96],"(DP-ARNN).":[97],"More":[98],"specifically,":[99],"DP-ARNN":[100,124,186],"first":[101],"parses":[102],"abstract":[103],"syntax":[104],"trees":[105],"(ASTs)":[106],"programs":[108],"extracts":[110],"them":[111],"as":[112,121,176],"vectors.":[113],"Then":[114],"it":[115,133,142],"encodes":[116],"vectors":[117],"used":[120],"inputs":[122],"by":[125,190,194],"dictionary":[126],"mapping":[127],"word":[129],"embedding.":[130],"After":[131],"that,":[132,183],"automatically":[135],"learn":[136],"features.":[140],"Furthermore,":[141],"employs":[143],"attention":[145],"mechanism":[146],"further":[148],"generate":[149],"features":[151],"for":[152],"prediction.":[155],"To":[156],"validate":[157],"our":[158],"method,":[159],"choose":[161],"seven":[162],"open-source":[163],"Java":[164],"projects":[165],"in":[166,184],"Apache,":[167],"using":[168],"F1-measure":[169,189],"area":[171],"under":[172],"curve":[174],"(AUC)":[175],"evaluation":[177],"criteria.":[178],"The":[179],"experimental":[180],"results":[181],"show":[182],"average,":[185],"improves":[187],"14%":[191],"AUC":[193],"7%":[195],"compared":[196],"with":[197],"state-of-the-art":[199],"methods,":[200],"respectively.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":24},{"year":2024,"cited_by_count":25},{"year":2023,"cited_by_count":27},{"year":2022,"cited_by_count":27},{"year":2021,"cited_by_count":20},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":3}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
